{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append(\"../\")\n",
    "from qmg.generator import MoleculeGenerator\n",
    "from qmg.utils import ConditionalWeightsGenerator, FitnessCalculatorWrapper\n",
    "from rdkit import RDLogger\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from ax.service.ax_client import AxClient\n",
    "from ax.service.utils.instantiation import ObjectiveProperties\n",
    "from ax.modelbridge.generation_strategy import GenerationStrategy, GenerationStep\n",
    "from ax.modelbridge.registry import Models\n",
    "from ax import SearchSpace, ParameterType, RangeParameter\n",
    "from ax.core.observation import ObservationFeatures\n",
    "from ax.core.arm import Arm\n",
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trial_index</th>\n",
       "      <th>arm_name</th>\n",
       "      <th>trial_status</th>\n",
       "      <th>generation_method</th>\n",
       "      <th>uniqueness</th>\n",
       "      <th>validity</th>\n",
       "      <th>x1</th>\n",
       "      <th>x2</th>\n",
       "      <th>x3</th>\n",
       "      <th>x4</th>\n",
       "      <th>...</th>\n",
       "      <th>x35</th>\n",
       "      <th>x36</th>\n",
       "      <th>x37</th>\n",
       "      <th>x38</th>\n",
       "      <th>x39</th>\n",
       "      <th>x40</th>\n",
       "      <th>x41</th>\n",
       "      <th>x42</th>\n",
       "      <th>x43</th>\n",
       "      <th>x44</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>Sobol</td>\n",
       "      <td>0.045676</td>\n",
       "      <td>0.3897</td>\n",
       "      <td>0.997513</td>\n",
       "      <td>0.104366</td>\n",
       "      <td>0.822979</td>\n",
       "      <td>0.419432</td>\n",
       "      <td>...</td>\n",
       "      <td>0.017679</td>\n",
       "      <td>0.318375</td>\n",
       "      <td>0.428213</td>\n",
       "      <td>0.382799</td>\n",
       "      <td>0.169766</td>\n",
       "      <td>0.086547</td>\n",
       "      <td>0.408415</td>\n",
       "      <td>0.358370</td>\n",
       "      <td>0.470249</td>\n",
       "      <td>0.487025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>Sobol</td>\n",
       "      <td>0.030492</td>\n",
       "      <td>0.9609</td>\n",
       "      <td>0.055046</td>\n",
       "      <td>0.653015</td>\n",
       "      <td>0.345471</td>\n",
       "      <td>0.708022</td>\n",
       "      <td>...</td>\n",
       "      <td>0.526224</td>\n",
       "      <td>0.932867</td>\n",
       "      <td>0.688492</td>\n",
       "      <td>0.720725</td>\n",
       "      <td>0.620063</td>\n",
       "      <td>0.645194</td>\n",
       "      <td>0.558199</td>\n",
       "      <td>0.899542</td>\n",
       "      <td>0.573572</td>\n",
       "      <td>0.573467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>Sobol</td>\n",
       "      <td>0.096405</td>\n",
       "      <td>0.4896</td>\n",
       "      <td>0.444051</td>\n",
       "      <td>0.301033</td>\n",
       "      <td>0.535844</td>\n",
       "      <td>0.068764</td>\n",
       "      <td>...</td>\n",
       "      <td>0.785372</td>\n",
       "      <td>0.680072</td>\n",
       "      <td>0.181371</td>\n",
       "      <td>0.232924</td>\n",
       "      <td>0.370444</td>\n",
       "      <td>0.252204</td>\n",
       "      <td>0.152236</td>\n",
       "      <td>0.672294</td>\n",
       "      <td>0.108700</td>\n",
       "      <td>0.171115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>Sobol</td>\n",
       "      <td>0.048666</td>\n",
       "      <td>0.5733</td>\n",
       "      <td>0.503528</td>\n",
       "      <td>0.939648</td>\n",
       "      <td>0.015434</td>\n",
       "      <td>0.810632</td>\n",
       "      <td>...</td>\n",
       "      <td>0.293916</td>\n",
       "      <td>0.067512</td>\n",
       "      <td>0.951904</td>\n",
       "      <td>0.886209</td>\n",
       "      <td>0.918409</td>\n",
       "      <td>0.951613</td>\n",
       "      <td>0.752246</td>\n",
       "      <td>0.070024</td>\n",
       "      <td>0.942933</td>\n",
       "      <td>0.772176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>Sobol</td>\n",
       "      <td>0.028777</td>\n",
       "      <td>0.7645</td>\n",
       "      <td>0.668296</td>\n",
       "      <td>0.408161</td>\n",
       "      <td>0.397002</td>\n",
       "      <td>0.941006</td>\n",
       "      <td>...</td>\n",
       "      <td>0.719341</td>\n",
       "      <td>0.823247</td>\n",
       "      <td>0.615294</td>\n",
       "      <td>0.840088</td>\n",
       "      <td>0.426103</td>\n",
       "      <td>0.813692</td>\n",
       "      <td>0.908571</td>\n",
       "      <td>0.853561</td>\n",
       "      <td>0.316958</td>\n",
       "      <td>0.913298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>200</td>\n",
       "      <td>200_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>GPEI</td>\n",
       "      <td>0.188904</td>\n",
       "      <td>0.9084</td>\n",
       "      <td>0.154644</td>\n",
       "      <td>0.932217</td>\n",
       "      <td>0.272021</td>\n",
       "      <td>0.257247</td>\n",
       "      <td>...</td>\n",
       "      <td>0.665534</td>\n",
       "      <td>0.770794</td>\n",
       "      <td>0.609409</td>\n",
       "      <td>0.417269</td>\n",
       "      <td>0.094133</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.155573</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.821068</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>201</td>\n",
       "      <td>201_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>GPEI</td>\n",
       "      <td>0.058273</td>\n",
       "      <td>0.9610</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.735314</td>\n",
       "      <td>0.506411</td>\n",
       "      <td>0.572102</td>\n",
       "      <td>...</td>\n",
       "      <td>0.669469</td>\n",
       "      <td>0.864354</td>\n",
       "      <td>0.886785</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.631551</td>\n",
       "      <td>0.434430</td>\n",
       "      <td>0.002487</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.707513</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>202</td>\n",
       "      <td>202_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>GPEI</td>\n",
       "      <td>0.133911</td>\n",
       "      <td>0.9230</td>\n",
       "      <td>0.162387</td>\n",
       "      <td>0.830371</td>\n",
       "      <td>0.278899</td>\n",
       "      <td>0.337194</td>\n",
       "      <td>...</td>\n",
       "      <td>0.667949</td>\n",
       "      <td>0.778031</td>\n",
       "      <td>0.942415</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021712</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.205354</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.804467</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>203</td>\n",
       "      <td>203_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>GPEI</td>\n",
       "      <td>0.198453</td>\n",
       "      <td>0.9050</td>\n",
       "      <td>0.157859</td>\n",
       "      <td>0.844276</td>\n",
       "      <td>0.275767</td>\n",
       "      <td>0.340950</td>\n",
       "      <td>...</td>\n",
       "      <td>0.677747</td>\n",
       "      <td>0.784094</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022551</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.202811</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.797313</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>204</td>\n",
       "      <td>204_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>GPEI</td>\n",
       "      <td>0.032730</td>\n",
       "      <td>0.9716</td>\n",
       "      <td>0.025727</td>\n",
       "      <td>0.730614</td>\n",
       "      <td>0.362948</td>\n",
       "      <td>0.709793</td>\n",
       "      <td>...</td>\n",
       "      <td>0.687334</td>\n",
       "      <td>0.970196</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.194314</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.109621</td>\n",
       "      <td>0.177490</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.726600</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>205 rows × 50 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     trial_index arm_name trial_status generation_method  uniqueness  \\\n",
       "0              0      0_0    COMPLETED             Sobol    0.045676   \n",
       "1              1      1_0    COMPLETED             Sobol    0.030492   \n",
       "2              2      2_0    COMPLETED             Sobol    0.096405   \n",
       "3              3      3_0    COMPLETED             Sobol    0.048666   \n",
       "4              4      4_0    COMPLETED             Sobol    0.028777   \n",
       "..           ...      ...          ...               ...         ...   \n",
       "200          200    200_0    COMPLETED              GPEI    0.188904   \n",
       "201          201    201_0    COMPLETED              GPEI    0.058273   \n",
       "202          202    202_0    COMPLETED              GPEI    0.133911   \n",
       "203          203    203_0    COMPLETED              GPEI    0.198453   \n",
       "204          204    204_0    COMPLETED              GPEI    0.032730   \n",
       "\n",
       "     validity        x1        x2        x3        x4  ...       x35  \\\n",
       "0      0.3897  0.997513  0.104366  0.822979  0.419432  ...  0.017679   \n",
       "1      0.9609  0.055046  0.653015  0.345471  0.708022  ...  0.526224   \n",
       "2      0.4896  0.444051  0.301033  0.535844  0.068764  ...  0.785372   \n",
       "3      0.5733  0.503528  0.939648  0.015434  0.810632  ...  0.293916   \n",
       "4      0.7645  0.668296  0.408161  0.397002  0.941006  ...  0.719341   \n",
       "..        ...       ...       ...       ...       ...  ...       ...   \n",
       "200    0.9084  0.154644  0.932217  0.272021  0.257247  ...  0.665534   \n",
       "201    0.9610  0.000000  0.735314  0.506411  0.572102  ...  0.669469   \n",
       "202    0.9230  0.162387  0.830371  0.278899  0.337194  ...  0.667949   \n",
       "203    0.9050  0.157859  0.844276  0.275767  0.340950  ...  0.677747   \n",
       "204    0.9716  0.025727  0.730614  0.362948  0.709793  ...  0.687334   \n",
       "\n",
       "          x36       x37       x38       x39       x40       x41       x42  \\\n",
       "0    0.318375  0.428213  0.382799  0.169766  0.086547  0.408415  0.358370   \n",
       "1    0.932867  0.688492  0.720725  0.620063  0.645194  0.558199  0.899542   \n",
       "2    0.680072  0.181371  0.232924  0.370444  0.252204  0.152236  0.672294   \n",
       "3    0.067512  0.951904  0.886209  0.918409  0.951613  0.752246  0.070024   \n",
       "4    0.823247  0.615294  0.840088  0.426103  0.813692  0.908571  0.853561   \n",
       "..        ...       ...       ...       ...       ...       ...       ...   \n",
       "200  0.770794  0.609409  0.417269  0.094133  0.000000  0.155573  1.000000   \n",
       "201  0.864354  0.886785  1.000000  0.631551  0.434430  0.002487  1.000000   \n",
       "202  0.778031  0.942415  0.000000  0.021712  0.000000  0.205354  1.000000   \n",
       "203  0.784094  1.000000  0.000000  0.022551  0.000000  0.202811  1.000000   \n",
       "204  0.970196  1.000000  0.194314  0.000000  0.109621  0.177490  1.000000   \n",
       "\n",
       "          x43       x44  \n",
       "0    0.470249  0.487025  \n",
       "1    0.573572  0.573467  \n",
       "2    0.108700  0.171115  \n",
       "3    0.942933  0.772176  \n",
       "4    0.316958  0.913298  \n",
       "..        ...       ...  \n",
       "200  0.821068  1.000000  \n",
       "201  0.707513  1.000000  \n",
       "202  0.804467  1.000000  \n",
       "203  0.797313  1.000000  \n",
       "204  0.726600  1.000000  \n",
       "\n",
       "[205 rows x 50 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "task_name = \"unconditional_5\"\n",
    "task_list = [\"uniqueness\", \"validity\"]\n",
    "objective_list = [\"maximize\", \"maximize\"]\n",
    "number_flexible_parameters = 44\n",
    "previous_csv_path = \"../results_chemistry_constraint_bo/unconditional_5.csv\"\n",
    "previous_data = pd.read_csv(previous_csv_path)\n",
    "previous_data#.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO 11-19 00:48:31] ax.service.ax_client: Starting optimization with verbose logging. To disable logging, set the `verbose_logging` argument to `False`. Note that float values in the logs are rounded to 6 decimal points.\n",
      "[WARNING 11-19 00:48:31] ax.service.ax_client: Random seed set to 42. Note that this setting only affects the Sobol quasi-random generator and BoTorch-powered Bayesian optimization models. For the latter models, setting random seed to the same number for two optimizations will make the generated trials similar, but not exactly the same, and over time the trials will diverge more.\n",
      "[INFO 11-19 00:48:31] ax.service.utils.instantiation: Due to non-specification, we will use the heuristic for selecting objective thresholds.\n",
      "[INFO 11-19 00:48:31] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='x1', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x2', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x3', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x4', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x5', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x6', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x7', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x8', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x9', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x10', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x11', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x12', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x13', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x14', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x15', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x16', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x17', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x18', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x19', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x20', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x21', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x22', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x23', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x24', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x25', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x26', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x27', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x28', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x29', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x30', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x31', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x32', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x33', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x34', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x35', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x36', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x37', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x38', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x39', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x40', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x41', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x42', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x43', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x44', parameter_type=FLOAT, range=[0.0, 1.0])], parameter_constraints=[]).\n",
      "[INFO 11-19 00:48:31] ax.core.experiment: The is_test flag has been set to True. This flag is meant purely for development and integration testing purposes. If you are running a live experiment, please set this flag to False\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sem</th>\n",
       "      <th>arm_name</th>\n",
       "      <th>metric_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [mean, sem, arm_name, metric_name]\n",
       "Index: []"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_dict = {'MOO': Models.MOO, 'GPEI': Models.GPEI, 'SAASBO': Models.SAASBO,}\n",
    "gs = GenerationStrategy(\n",
    "    steps=[\n",
    "        GenerationStep(\n",
    "            model=model_dict['GPEI'],\n",
    "            num_trials=-1,  # No limitation on how many trials should be produced from this step\n",
    "            max_parallelism=1,  # Parallelism limit for this step, often lower than for Sobol\n",
    "            model_kwargs = {\"torch_dtype\": torch.float64, \"torch_device\": torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\"), \n",
    "                            },\n",
    "        ),\n",
    "    ]\n",
    ")\n",
    "ax_client = AxClient(random_seed = 42, generation_strategy = gs) # set the random seed for BO for reproducibility\n",
    "ax_client.create_experiment(\n",
    "    name=task_name,\n",
    "    parameters=[\n",
    "        {\n",
    "            \"name\": f\"x{i+1}\",\n",
    "            \"type\": \"range\",\n",
    "            \"bounds\": [0.0, 1.0],\n",
    "            \"value_type\": \"float\"\n",
    "        }\n",
    "        for i in range(number_flexible_parameters)\n",
    "    ],\n",
    "    objectives={task: ObjectiveProperties(minimize = objective==\"minimize\",) for task, objective in zip(task_list, objective_list)},\n",
    "    overwrite_existing_experiment=True,\n",
    "    is_test=True,\n",
    ")\n",
    "ax_client.get_trials_data_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.997513, 'x2': 0.104366, 'x3': 0.822979, 'x4': 0.419432, 'x5': 0.528322, 'x6': 0.056241, 'x7': 0.455292, 'x8': 0.749203, 'x9': 0.221074, 'x10': 0.617698, 'x11': 0.810095, 'x12': 0.212291, 'x13': 0.038436, 'x14': 0.881824, 'x15': 0.65063, 'x16': 0.666585, 'x17': 0.820932, 'x18': 0.596579, 'x19': 0.236308, 'x20': 0.806974, 'x21': 0.167144, 'x22': 0.767845, 'x23': 0.603483, 'x24': 0.932567, 'x25': 0.537682, 'x26': 0.398814, 'x27': 0.361339, 'x28': 0.289725, 'x29': 0.653567, 'x30': 0.234766, 'x31': 0.37597, 'x32': 0.322637, 'x33': 0.992174, 'x34': 0.348451, 'x35': 0.017679, 'x36': 0.318375, 'x37': 0.428213, 'x38': 0.382799, 'x39': 0.169766, 'x40': 0.086547, 'x41': 0.408415, 'x42': 0.35837, 'x43': 0.470249, 'x44': 0.487025}] as trial 0.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 0 with data: {'uniqueness': (0.045676, None), 'validity': (0.3897, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.055046, 'x2': 0.653015, 'x3': 0.345471, 'x4': 0.708022, 'x5': 0.437493, 'x6': 0.557321, 'x7': 0.553445, 'x8': 0.221797, 'x9': 0.550331, 'x10': 0.233687, 'x11': 0.350825, 'x12': 0.773796, 'x13': 0.783778, 'x14': 0.330537, 'x15': 0.034109, 'x16': 0.288572, 'x17': 0.189385, 'x18': 0.054466, 'x19': 0.677178, 'x20': 0.376974, 'x21': 0.963837, 'x22': 0.406855, 'x23': 0.392095, 'x24': 0.188546, 'x25': 0.34096, 'x26': 0.564186, 'x27': 0.919755, 'x28': 0.648767, 'x29': 0.069635, 'x30': 0.866571, 'x31': 0.947344, 'x32': 0.975756, 'x33': 0.122699, 'x34': 0.65488, 'x35': 0.526224, 'x36': 0.932867, 'x37': 0.688492, 'x38': 0.720725, 'x39': 0.620063, 'x40': 0.645194, 'x41': 0.558199, 'x42': 0.899542, 'x43': 0.573572, 'x44': 0.573467}] as trial 1.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 1 with data: {'uniqueness': (0.030492, None), 'validity': (0.9609, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.444051, 'x2': 0.301033, 'x3': 0.535844, 'x4': 0.068764, 'x5': 0.209429, 'x6': 0.82418, 'x7': 0.240025, 'x8': 0.338936, 'x9': 0.944009, 'x10': 0.290145, 'x11': 0.011874, 'x12': 0.609003, 'x13': 0.463706, 'x14': 0.504027, 'x15': 0.26653, 'x16': 0.799192, 'x17': 0.438652, 'x18': 0.992897, 'x19': 0.817466, 'x20': 0.713045, 'x21': 0.490901, 'x22': 0.188109, 'x23': 0.946209, 'x24': 0.614027, 'x25': 0.859811, 'x26': 0.915319, 'x27': 0.123365, 'x28': 0.963038, 'x29': 0.988003, 'x30': 0.549877, 'x31': 0.206907, 'x32': 0.031632, 'x33': 0.694959, 'x34': 0.773938, 'x35': 0.785372, 'x36': 0.680072, 'x37': 0.181371, 'x38': 0.232924, 'x39': 0.370444, 'x40': 0.252204, 'x41': 0.152236, 'x42': 0.672294, 'x43': 0.1087, 'x44': 0.171115}] as trial 2.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 2 with data: {'uniqueness': (0.096405, None), 'validity': (0.4896, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.503528, 'x2': 0.939648, 'x3': 0.015434, 'x4': 0.810632, 'x5': 0.863811, 'x6': 0.32111, 'x7': 0.766889, 'x8': 0.819473, 'x9': 0.272716, 'x10': 0.936362, 'x11': 0.584592, 'x12': 0.420543, 'x13': 0.717868, 'x14': 0.203717, 'x15': 0.914302, 'x16': 0.187215, 'x17': 0.570684, 'x18': 0.419531, 'x19': 0.25147, 'x20': 0.09617, 'x21': 0.632268, 'x22': 0.611591, 'x23': 0.04747, 'x24': 0.264784, 'x25': 0.011477, 'x26': 0.10993, 'x27': 0.657737, 'x28': 0.10436, 'x29': 0.290744, 'x30': 0.425948, 'x31': 0.649617, 'x32': 0.637855, 'x33': 0.326156, 'x34': 0.22148, 'x35': 0.293916, 'x36': 0.067512, 'x37': 0.951904, 'x38': 0.886209, 'x39': 0.918409, 'x40': 0.951613, 'x41': 0.752246, 'x42': 0.070024, 'x43': 0.942933, 'x44': 0.772176}] as trial 3.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 3 with data: {'uniqueness': (0.048666, None), 'validity': (0.5733, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.668296, 'x2': 0.408161, 'x3': 0.397002, 'x4': 0.941006, 'x5': 0.892142, 'x6': 0.180779, 'x7': 0.009765, 'x8': 0.486983, 'x9': 0.819454, 'x10': 0.083705, 'x11': 0.240405, 'x12': 0.266961, 'x13': 0.252654, 'x14': 0.489363, 'x15': 0.808063, 'x16': 0.08069, 'x17': 0.665875, 'x18': 0.266542, 'x19': 0.921513, 'x20': 0.981712, 'x21': 0.095561, 'x22': 0.960149, 'x23': 0.825702, 'x24': 0.484419, 'x25': 0.21132, 'x26': 0.779498, 'x27': 0.243973, 'x28': 0.514443, 'x29': 0.577031, 'x30': 0.020962, 'x31': 0.033903, 'x32': 0.41037, 'x33': 0.418066, 'x34': 0.891165, 'x35': 0.719341, 'x36': 0.823247, 'x37': 0.615294, 'x38': 0.840088, 'x39': 0.426103, 'x40': 0.813692, 'x41': 0.908571, 'x42': 0.853561, 'x43': 0.316958, 'x44': 0.913298}] as trial 4.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 4 with data: {'uniqueness': (0.028777, None), 'validity': (0.7645, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.111808, 'x2': 0.511566, 'x3': 0.389939, 'x4': 0.098974, 'x5': 0.216764, 'x6': 0.91459, 'x7': 0.361917, 'x8': 0.173175, 'x9': 0.907694, 'x10': 0.114242, 'x11': 0.0, 'x12': 0.755513, 'x13': 0.676712, 'x14': 0.35474, 'x15': 0.049742, 'x16': 0.569923, 'x17': 0.237241, 'x18': 0.874405, 'x19': 0.847809, 'x20': 0.548963, 'x21': 0.762973, 'x22': 0.114027, 'x23': 0.77667, 'x24': 0.27331, 'x25': 0.772977, 'x26': 0.848268, 'x27': 0.451541, 'x28': 0.985857, 'x29': 0.711572, 'x30': 0.748746, 'x31': 0.537, 'x32': 0.41565, 'x33': 0.044344, 'x34': 0.789143, 'x35': 0.79734, 'x36': 1.0, 'x37': 0.327972, 'x38': 0.421781, 'x39': 0.524003, 'x40': 0.58919, 'x41': 0.232664, 'x42': 1.0, 'x43': 0.23271, 'x44': 0.219451}] as trial 5.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 5 with data: {'uniqueness': (0.109237, None), 'validity': (0.5337, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.657571, 'x3': 0.313812, 'x4': 0.090709, 'x5': 0.214131, 'x6': 1.0, 'x7': 0.440673, 'x8': 0.08715, 'x9': 0.793735, 'x10': 0.171712, 'x11': 0.026155, 'x12': 0.89315, 'x13': 0.859807, 'x14': 0.259685, 'x15': 0.0, 'x16': 0.214083, 'x17': 0.076666, 'x18': 0.493877, 'x19': 0.784975, 'x20': 0.443363, 'x21': 1.0, 'x22': 0.0, 'x23': 0.588684, 'x24': 0.103259, 'x25': 0.623625, 'x26': 0.748287, 'x27': 0.875273, 'x28': 1.0, 'x29': 0.063707, 'x30': 0.936295, 'x31': 0.86658, 'x32': 1.0, 'x33': 0.137358, 'x34': 0.769931, 'x35': 0.709768, 'x36': 1.0, 'x37': 0.529359, 'x38': 0.712144, 'x39': 0.619622, 'x40': 0.684578, 'x41': 0.402857, 'x42': 0.961054, 'x43': 0.369105, 'x44': 0.305859}] as trial 6.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 6 with data: {'uniqueness': (0.062259, None), 'validity': (0.8818, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.060857, 'x2': 0.574606, 'x3': 0.366336, 'x4': 0.274747, 'x5': 0.303637, 'x6': 0.816274, 'x7': 0.435489, 'x8': 0.18068, 'x9': 0.793361, 'x10': 0.148459, 'x11': 0.101863, 'x12': 0.764656, 'x13': 0.723927, 'x14': 0.339435, 'x15': 0.019704, 'x16': 0.388254, 'x17': 0.212553, 'x18': 1.0, 'x19': 0.79454, 'x20': 0.479809, 'x21': 0.85695, 'x22': 0.214366, 'x23': 0.628611, 'x24': 0.226263, 'x25': 0.630818, 'x26': 0.751502, 'x27': 0.701128, 'x28': 0.889438, 'x29': 0.0, 'x30': 0.800282, 'x31': 0.741815, 'x32': 0.801822, 'x33': 0.071204, 'x34': 0.749946, 'x35': 0.71134, 'x36': 1.0, 'x37': 0.472559, 'x38': 0.589596, 'x39': 0.565751, 'x40': 0.631778, 'x41': 0.383742, 'x42': 0.974746, 'x43': 0.355496, 'x44': 0.346348}] as trial 7.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 7 with data: {'uniqueness': (0.086277, None), 'validity': (0.8125, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.603175, 'x3': 0.30793, 'x4': 0.198588, 'x5': 0.231105, 'x6': 0.898628, 'x7': 0.470913, 'x8': 0.122032, 'x9': 0.864336, 'x10': 0.432365, 'x11': 0.03984, 'x12': 0.794675, 'x13': 0.726374, 'x14': 0.285831, 'x15': 0.0, 'x16': 0.708995, 'x17': 0.185463, 'x18': 1.0, 'x19': 0.637653, 'x20': 0.465289, 'x21': 0.804955, 'x22': 0.130947, 'x23': 0.716039, 'x24': 0.149204, 'x25': 0.955618, 'x26': 0.773088, 'x27': 0.413565, 'x28': 0.956022, 'x29': 0.0, 'x30': 0.783896, 'x31': 0.684942, 'x32': 1.0, 'x33': 0.000551, 'x34': 0.710839, 'x35': 0.72536, 'x36': 1.0, 'x37': 0.28249, 'x38': 0.498008, 'x39': 0.604307, 'x40': 0.820368, 'x41': 0.268482, 'x42': 0.763565, 'x43': 0.285536, 'x44': 0.177584}] as trial 8.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 8 with data: {'uniqueness': (0.109042, None), 'validity': (0.7089, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.008136, 'x2': 0.618149, 'x3': 0.340864, 'x4': 0.229729, 'x5': 0.25672, 'x6': 0.905871, 'x7': 0.457188, 'x8': 0.139331, 'x9': 0.793468, 'x10': 0.065386, 'x11': 0.064029, 'x12': 0.814366, 'x13': 0.772044, 'x14': 0.304237, 'x15': 0.0, 'x16': 0.756655, 'x17': 0.15812, 'x18': 1.0, 'x19': 0.816509, 'x20': 0.451496, 'x21': 0.905128, 'x22': 0.127991, 'x23': 0.614734, 'x24': 0.166699, 'x25': 0.823615, 'x26': 0.723998, 'x27': 0.246621, 'x28': 0.943777, 'x29': 0.0, 'x30': 0.851579, 'x31': 0.905262, 'x32': 1.0, 'x33': 0.054987, 'x34': 0.754874, 'x35': 0.682349, 'x36': 1.0, 'x37': 0.244581, 'x38': 1.0, 'x39': 0.5943, 'x40': 0.633703, 'x41': 0.436283, 'x42': 1.0, 'x43': 0.353624, 'x44': 0.211687}] as trial 9.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 9 with data: {'uniqueness': (0.051259, None), 'validity': (0.7862, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.668397, 'x3': 0.304947, 'x4': 0.236647, 'x5': 0.271328, 'x6': 0.91287, 'x7': 0.478411, 'x8': 0.106093, 'x9': 0.778074, 'x10': 0.226282, 'x11': 0.060315, 'x12': 0.858813, 'x13': 0.837221, 'x14': 0.264825, 'x15': 0.0, 'x16': 0.331213, 'x17': 0.103131, 'x18': 0.882202, 'x19': 0.753088, 'x20': 0.423042, 'x21': 1.0, 'x22': 0.115287, 'x23': 0.54477, 'x24': 0.101719, 'x25': 0.695253, 'x26': 0.710076, 'x27': 0.736532, 'x28': 0.949927, 'x29': 0.0, 'x30': 0.914997, 'x31': 0.936997, 'x32': 1.0, 'x33': 0.123676, 'x34': 0.74507, 'x35': 0.67131, 'x36': 0.9999, 'x37': 0.477478, 'x38': 0.246271, 'x39': 0.630037, 'x40': 0.715999, 'x41': 0.626451, 'x42': 0.938239, 'x43': 0.394771, 'x44': 0.30572}] as trial 10.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 10 with data: {'uniqueness': (0.049524, None), 'validity': (0.8824, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.01311, 'x2': 0.64832, 'x3': 0.324805, 'x4': 0.418672, 'x5': 0.351509, 'x6': 0.776918, 'x7': 0.482375, 'x8': 0.149376, 'x9': 0.700885, 'x10': 0.223359, 'x11': 0.148411, 'x12': 0.806623, 'x13': 0.790339, 'x14': 0.29671, 'x15': 0.013053, 'x16': 0.228347, 'x17': 0.153946, 'x18': 1.0, 'x19': 0.750881, 'x20': 0.431515, 'x21': 0.964501, 'x22': 0.244564, 'x23': 0.465409, 'x24': 0.142556, 'x25': 0.380418, 'x26': 0.677136, 'x27': 0.821906, 'x28': 0.848102, 'x29': 0.0, 'x30': 0.869227, 'x31': 0.974527, 'x32': 1.0, 'x33': 0.145385, 'x34': 0.73392, 'x35': 0.638419, 'x36': 0.990914, 'x37': 0.598762, 'x38': 0.336501, 'x39': 0.614074, 'x40': 0.690761, 'x41': 0.186853, 'x42': 0.934021, 'x43': 0.461807, 'x44': 0.495485}] as trial 11.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 11 with data: {'uniqueness': (0.039624, None), 'validity': (0.9262, None)}.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.673957, 'x3': 0.304884, 'x4': 0.251053, 'x5': 0.261592, 'x6': 0.89568, 'x7': 0.487664, 'x8': 0.107787, 'x9': 0.717469, 'x10': 0.448258, 'x11': 0.085986, 'x12': 0.853217, 'x13': 0.838008, 'x14': 0.266435, 'x15': 0.0, 'x16': 0.097061, 'x17': 0.105365, 'x18': 0.539015, 'x19': 0.703425, 'x20': 0.426149, 'x21': 1.0, 'x22': 0.125257, 'x23': 0.443643, 'x24': 0.104994, 'x25': 0.483207, 'x26': 0.691284, 'x27': 0.950942, 'x28': 0.938622, 'x29': 0.0, 'x30': 0.901001, 'x31': 0.543153, 'x32': 1.0, 'x33': 0.160302, 'x34': 0.732708, 'x35': 0.637128, 'x36': 0.985485, 'x37': 0.662617, 'x38': 0.556142, 'x39': 0.632157, 'x40': 0.756546, 'x41': 0.459599, 'x42': 0.814234, 'x43': 0.451828, 'x44': 0.434732}] as trial 12.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 12 with data: {'uniqueness': (0.089136, None), 'validity': (0.9278, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.694801, 'x3': 0.302386, 'x4': 0.233657, 'x5': 0.279574, 'x6': 0.873248, 'x7': 0.48779, 'x8': 0.115122, 'x9': 0.641281, 'x10': 0.435415, 'x11': 0.099842, 'x12': 0.862232, 'x13': 0.870355, 'x14': 0.261705, 'x15': 0.018097, 'x16': 0.274167, 'x17': 0.085148, 'x18': 0.597864, 'x19': 0.732665, 'x20': 0.416569, 'x21': 1.0, 'x22': 0.136126, 'x23': 0.982532, 'x24': 0.095151, 'x25': 0.328427, 'x26': 0.65945, 'x27': 0.756932, 'x28': 0.910841, 'x29': 0.0, 'x30': 0.93828, 'x31': 0.570324, 'x32': 1.0, 'x33': 0.209477, 'x34': 0.747461, 'x35': 0.606787, 'x36': 0.970703, 'x37': 0.511521, 'x38': 0.245399, 'x39': 0.639402, 'x40': 0.738413, 'x41': 0.498022, 'x42': 0.816806, 'x43': 0.483453, 'x44': 0.434303}] as trial 13.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 13 with data: {'uniqueness': (0.134227, None), 'validity': (0.783, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.701597, 'x3': 0.308067, 'x4': 0.409401, 'x5': 0.354018, 'x6': 0.823328, 'x7': 0.493498, 'x8': 0.12771, 'x9': 0.666051, 'x10': 0.50475, 'x11': 0.189785, 'x12': 0.872485, 'x13': 0.892534, 'x14': 0.265595, 'x15': 0.0, 'x16': 0.0, 'x17': 0.085189, 'x18': 0.38854, 'x19': 0.76455, 'x20': 0.392111, 'x21': 1.0, 'x22': 0.172286, 'x23': 0.853771, 'x24': 0.099896, 'x25': 0.498462, 'x26': 0.635399, 'x27': 1.0, 'x28': 0.843952, 'x29': 0.0, 'x30': 0.977044, 'x31': 0.502792, 'x32': 1.0, 'x33': 0.245015, 'x34': 0.732796, 'x35': 0.627361, 'x36': 0.986095, 'x37': 0.966966, 'x38': 0.460029, 'x39': 0.644418, 'x40': 0.628831, 'x41': 0.480103, 'x42': 0.884605, 'x43': 0.546106, 'x44': 0.581254}] as trial 14.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 14 with data: {'uniqueness': (0.105106, None), 'validity': (0.9029, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.750562, 'x3': 0.285679, 'x4': 0.407921, 'x5': 0.407171, 'x6': 0.848877, 'x7': 0.490784, 'x8': 0.108411, 'x9': 0.679485, 'x10': 0.46758, 'x11': 0.186642, 'x12': 0.907714, 'x13': 0.956226, 'x14': 0.23721, 'x15': 0.005728, 'x16': 0.0, 'x17': 0.037983, 'x18': 0.347605, 'x19': 0.862058, 'x20': 0.376522, 'x21': 1.0, 'x22': 0.158214, 'x23': 0.853496, 'x24': 0.051977, 'x25': 0.550696, 'x26': 0.594118, 'x27': 1.0, 'x28': 0.856842, 'x29': 0.0, 'x30': 1.0, 'x31': 0.51803, 'x32': 1.0, 'x33': 0.341787, 'x34': 0.747742, 'x35': 0.635946, 'x36': 1.0, 'x37': 0.212638, 'x38': 0.307996, 'x39': 0.671083, 'x40': 0.597093, 'x41': 0.602336, 'x42': 0.969334, 'x43': 0.62383, 'x44': 0.677626}] as trial 15.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 15 with data: {'uniqueness': (0.098469, None), 'validity': (0.8947, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.734615, 'x3': 0.306282, 'x4': 0.2068, 'x5': 0.328748, 'x6': 0.787904, 'x7': 0.498092, 'x8': 0.140199, 'x9': 0.576059, 'x10': 0.287846, 'x11': 0.143577, 'x12': 0.870744, 'x13': 0.916901, 'x14': 0.263951, 'x15': 0.022731, 'x16': 0.0, 'x17': 0.064504, 'x18': 0.677999, 'x19': 0.806174, 'x20': 0.382696, 'x21': 1.0, 'x22': 0.23994, 'x23': 0.889708, 'x24': 0.088017, 'x25': 0.161859, 'x26': 0.575226, 'x27': 1.0, 'x28': 0.8392, 'x29': 0.0, 'x30': 1.0, 'x31': 0.546208, 'x32': 1.0, 'x33': 0.279584, 'x34': 0.764118, 'x35': 0.563933, 'x36': 1.0, 'x37': 1.0, 'x38': 0.307268, 'x39': 0.655322, 'x40': 0.677133, 'x41': 0.710311, 'x42': 0.733294, 'x43': 0.536117, 'x44': 0.125668}] as trial 16.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 16 with data: {'uniqueness': (0.098254, None), 'validity': (0.8417, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.670672, 'x3': 0.318412, 'x4': 0.699052, 'x5': 0.241918, 'x6': 0.901854, 'x7': 0.483968, 'x8': 0.112553, 'x9': 0.645673, 'x10': 0.633798, 'x11': 0.167123, 'x12': 0.871667, 'x13': 0.85771, 'x14': 0.271297, 'x15': 0.000442, 'x16': 0.439086, 'x17': 0.088474, 'x18': 0.166587, 'x19': 0.645186, 'x20': 0.418292, 'x21': 1.0, 'x22': 0.078331, 'x23': 0.853107, 'x24': 0.11155, 'x25': 0.384642, 'x26': 0.735099, 'x27': 0.803213, 'x28': 0.913353, 'x29': 0.0, 'x30': 0.981205, 'x31': 0.497311, 'x32': 1.0, 'x33': 0.185028, 'x34': 0.746987, 'x35': 0.615698, 'x36': 0.959158, 'x37': 1.0, 'x38': 0.654348, 'x39': 0.626744, 'x40': 0.629714, 'x41': 0.309303, 'x42': 1.0, 'x43': 0.474029, 'x44': 0.835855}] as trial 17.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 17 with data: {'uniqueness': (0.072184, None), 'validity': (0.9074, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.636898, 'x3': 0.326614, 'x4': 0.555957, 'x5': 0.296314, 'x6': 0.90685, 'x7': 0.492093, 'x8': 0.113992, 'x9': 0.712052, 'x10': 0.585037, 'x11': 0.162103, 'x12': 0.869879, 'x13': 0.84141, 'x14': 0.28149, 'x15': 0.0, 'x16': 0.096866, 'x17': 0.105615, 'x18': 0.324584, 'x19': 0.652397, 'x20': 0.418757, 'x21': 1.0, 'x22': 0.077441, 'x23': 0.862228, 'x24': 0.131547, 'x25': 0.518578, 'x26': 0.782569, 'x27': 1.0, 'x28': 0.930216, 'x29': 0.0, 'x30': 1.0, 'x31': 0.533999, 'x32': 1.0, 'x33': 0.177932, 'x34': 0.734223, 'x35': 0.664758, 'x36': 0.952117, 'x37': 0.162598, 'x38': 0.51454, 'x39': 0.610178, 'x40': 0.580066, 'x41': 0.026791, 'x42': 1.0, 'x43': 0.460733, 'x44': 0.355839}] as trial 18.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 18 with data: {'uniqueness': (0.087599, None), 'validity': (0.9007, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.614058, 'x3': 0.336532, 'x4': 0.136019, 'x5': 0.299531, 'x6': 0.830418, 'x7': 0.492742, 'x8': 0.130536, 'x9': 0.698697, 'x10': 0.578307, 'x11': 0.234879, 'x12': 0.841547, 'x13': 0.781578, 'x14': 0.29514, 'x15': 0.0, 'x16': 0.422955, 'x17': 0.143139, 'x18': 0.520546, 'x19': 0.604157, 'x20': 0.417333, 'x21': 1.0, 'x22': 0.136513, 'x23': 0.871154, 'x24': 0.151822, 'x25': 0.529479, 'x26': 0.769279, 'x27': 0.972352, 'x28': 0.858458, 'x29': 0.0, 'x30': 1.0, 'x31': 0.534005, 'x32': 1.0, 'x33': 0.131382, 'x34': 0.723297, 'x35': 0.666508, 'x36': 0.955935, 'x37': 1.0, 'x38': 0.675602, 'x39': 0.603405, 'x40': 0.571279, 'x41': 0.146076, 'x42': 0.929397, 'x43': 0.414012, 'x44': 0.574806}] as trial 19.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 19 with data: {'uniqueness': (0.116342, None), 'validity': (0.8561, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.631581, 'x3': 0.345495, 'x4': 0.180345, 'x5': 0.362287, 'x6': 0.889104, 'x7': 0.468558, 'x8': 0.125834, 'x9': 0.75865, 'x10': 0.378314, 'x11': 0.147109, 'x12': 0.866801, 'x13': 0.853401, 'x14': 0.292041, 'x15': 0.0, 'x16': 0.3314, 'x17': 0.116609, 'x18': 0.547481, 'x19': 0.781203, 'x20': 0.422561, 'x21': 1.0, 'x22': 0.093833, 'x23': 0.868555, 'x24': 0.148813, 'x25': 0.652173, 'x26': 0.753775, 'x27': 0.973063, 'x28': 0.891767, 'x29': 0.0, 'x30': 0.828441, 'x31': 0.554073, 'x32': 1.0, 'x33': 0.199478, 'x34': 0.75097, 'x35': 0.714278, 'x36': 0.993556, 'x37': 0.40039, 'x38': 0.475514, 'x39': 0.601229, 'x40': 0.457184, 'x41': 0.249129, 'x42': 0.658398, 'x43': 0.547849, 'x44': 0.544394}] as trial 20.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 20 with data: {'uniqueness': (0.156685, None), 'validity': (0.8048, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.624743, 'x3': 0.337263, 'x4': 0.119274, 'x5': 0.457854, 'x6': 0.879788, 'x7': 0.543615, 'x8': 0.085519, 'x9': 0.67004, 'x10': 0.496507, 'x11': 0.447562, 'x12': 0.931324, 'x13': 0.891908, 'x14': 0.276668, 'x15': 0.0, 'x16': 0.0, 'x17': 0.065058, 'x18': 0.0, 'x19': 0.674443, 'x20': 0.377146, 'x21': 1.0, 'x22': 0.047142, 'x23': 0.859487, 'x24': 0.112677, 'x25': 0.460403, 'x26': 0.834593, 'x27': 1.0, 'x28': 0.851257, 'x29': 0.0, 'x30': 0.790652, 'x31': 0.488929, 'x32': 1.0, 'x33': 0.181224, 'x34': 0.757035, 'x35': 0.659784, 'x36': 0.93541, 'x37': 0.264489, 'x38': 0.806918, 'x39': 0.605363, 'x40': 0.426342, 'x41': 0.00079, 'x42': 0.63043, 'x43': 0.575686, 'x44': 0.606199}] as trial 21.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 21 with data: {'uniqueness': (0.092102, None), 'validity': (0.8686, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.634879, 'x3': 0.333536, 'x4': 0.480273, 'x5': 0.417873, 'x6': 0.895046, 'x7': 0.546049, 'x8': 0.093959, 'x9': 0.742124, 'x10': 0.461279, 'x11': 0.426904, 'x12': 0.926364, 'x13': 0.884577, 'x14': 0.271729, 'x15': 0.0, 'x16': 0.0, 'x17': 0.068752, 'x18': 0.759166, 'x19': 0.677554, 'x20': 0.369386, 'x21': 1.0, 'x22': 0.049395, 'x23': 0.835654, 'x24': 0.105673, 'x25': 0.748689, 'x26': 0.814189, 'x27': 1.0, 'x28': 0.858409, 'x29': 0.0, 'x30': 0.768435, 'x31': 0.514912, 'x32': 1.0, 'x33': 0.213104, 'x34': 0.754919, 'x35': 0.696651, 'x36': 0.949537, 'x37': 0.398739, 'x38': 0.74884, 'x39': 0.613627, 'x40': 0.386904, 'x41': 0.074891, 'x42': 0.647321, 'x43': 0.550239, 'x44': 0.658395}] as trial 22.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 22 with data: {'uniqueness': (0.089634, None), 'validity': (0.9126, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.617588, 'x3': 0.336561, 'x4': 0.137414, 'x5': 0.371645, 'x6': 0.886317, 'x7': 0.686426, 'x8': 0.088036, 'x9': 0.815499, 'x10': 0.398852, 'x11': 0.081556, 'x12': 0.957079, 'x13': 0.862593, 'x14': 0.268331, 'x15': 0.0, 'x16': 0.0, 'x17': 0.05127, 'x18': 0.855689, 'x19': 0.644379, 'x20': 0.341628, 'x21': 1.0, 'x22': 0.057827, 'x23': 0.859339, 'x24': 0.090446, 'x25': 0.846588, 'x26': 0.834085, 'x27': 1.0, 'x28': 0.861452, 'x29': 0.0, 'x30': 0.741887, 'x31': 0.523321, 'x32': 1.0, 'x33': 0.212641, 'x34': 0.765616, 'x35': 0.753224, 'x36': 0.946325, 'x37': 0.667527, 'x38': 1.0, 'x39': 0.612531, 'x40': 0.355114, 'x41': 0.101616, 'x42': 0.639398, 'x43': 0.482946, 'x44': 0.61228}] as trial 23.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 23 with data: {'uniqueness': (0.11538, None), 'validity': (0.7861, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.00899, 'x2': 0.629998, 'x3': 0.346341, 'x4': 0.200643, 'x5': 0.300714, 'x6': 0.956628, 'x7': 0.374424, 'x8': 0.110535, 'x9': 0.801853, 'x10': 0.283484, 'x11': 0.13172, 'x12': 0.857501, 'x13': 0.885945, 'x14': 0.284852, 'x15': 0.0, 'x16': 0.340874, 'x17': 0.117559, 'x18': 0.6495, 'x19': 0.847827, 'x20': 0.491559, 'x21': 1.0, 'x22': 0.0, 'x23': 0.802527, 'x24': 0.171628, 'x25': 0.842219, 'x26': 0.768064, 'x27': 1.0, 'x28': 0.929893, 'x29': 0.0, 'x30': 1.0, 'x31': 0.532627, 'x32': 1.0, 'x33': 0.191761, 'x34': 0.773986, 'x35': 0.734388, 'x36': 0.985857, 'x37': 0.449223, 'x38': 0.47537, 'x39': 0.591488, 'x40': 0.505727, 'x41': 0.190973, 'x42': 0.578431, 'x43': 0.481732, 'x44': 0.585613}] as trial 24.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 24 with data: {'uniqueness': (0.116362, None), 'validity': (0.8147, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.676495, 'x3': 0.318888, 'x4': 0.176424, 'x5': 0.291177, 'x6': 0.955355, 'x7': 0.344254, 'x8': 0.108999, 'x9': 0.708453, 'x10': 0.567311, 'x11': 0.171546, 'x12': 0.866344, 'x13': 0.884136, 'x14': 0.266409, 'x15': 0.0, 'x16': 0.088109, 'x17': 0.102941, 'x18': 0.383491, 'x19': 0.754495, 'x20': 0.445471, 'x21': 1.0, 'x22': 0.020796, 'x23': 0.838255, 'x24': 0.125618, 'x25': 0.667349, 'x26': 0.726294, 'x27': 1.0, 'x28': 0.934039, 'x29': 0.0, 'x30': 0.815843, 'x31': 0.479003, 'x32': 1.0, 'x33': 0.218241, 'x34': 0.723901, 'x35': 0.633474, 'x36': 1.0, 'x37': 0.815572, 'x38': 0.238975, 'x39': 0.626153, 'x40': 0.565153, 'x41': 0.125596, 'x42': 1.0, 'x43': 0.559956, 'x44': 0.711673}] as trial 25.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 25 with data: {'uniqueness': (0.132754, None), 'validity': (0.8753, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.688068, 'x3': 0.314682, 'x4': 0.193897, 'x5': 0.349214, 'x6': 0.897758, 'x7': 0.363475, 'x8': 0.119316, 'x9': 0.770519, 'x10': 0.413868, 'x11': 0.192566, 'x12': 0.857392, 'x13': 0.885738, 'x14': 0.268176, 'x15': 0.0, 'x16': 0.182226, 'x17': 0.111628, 'x18': 0.464019, 'x19': 0.83429, 'x20': 0.434712, 'x21': 1.0, 'x22': 0.100066, 'x23': 0.857869, 'x24': 0.126969, 'x25': 0.843794, 'x26': 0.671617, 'x27': 1.0, 'x28': 0.898286, 'x29': 0.0, 'x30': 0.870289, 'x31': 0.572897, 'x32': 1.0, 'x33': 0.201077, 'x34': 0.735915, 'x35': 0.735376, 'x36': 1.0, 'x37': 0.720924, 'x38': 0.488096, 'x39': 0.630874, 'x40': 0.555814, 'x41': 0.294356, 'x42': 1.0, 'x43': 0.565959, 'x44': 0.571119}] as trial 26.\n",
      "[INFO 11-19 00:48:33] ax.service.ax_client: Completed trial 26 with data: {'uniqueness': (0.139215, None), 'validity': (0.8275, None)}.\n",
      "[INFO 11-19 00:48:33] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.645818, 'x3': 0.335111, 'x4': 0.213662, 'x5': 0.388664, 'x6': 0.893658, 'x7': 0.423209, 'x8': 0.12562, 'x9': 0.766974, 'x10': 0.488711, 'x11': 0.153108, 'x12': 0.885582, 'x13': 0.865297, 'x14': 0.277626, 'x15': 0.0, 'x16': 0.492609, 'x17': 0.108076, 'x18': 0.451824, 'x19': 0.787577, 'x20': 0.402287, 'x21': 1.0, 'x22': 0.063636, 'x23': 0.823789, 'x24': 0.131512, 'x25': 0.865259, 'x26': 0.705708, 'x27': 1.0, 'x28': 0.859282, 'x29': 0.0, 'x30': 0.823749, 'x31': 0.486417, 'x32': 1.0, 'x33': 0.260946, 'x34': 0.696411, 'x35': 0.558002, 'x36': 0.994069, 'x37': 0.540106, 'x38': 0.764208, 'x39': 0.62025, 'x40': 0.415927, 'x41': 0.311448, 'x42': 0.860329, 'x43': 0.61054, 'x44': 0.691088}] as trial 27.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 27 with data: {'uniqueness': (0.14488, None), 'validity': (0.8476, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.612164, 'x3': 0.332687, 'x4': 0.219337, 'x5': 0.363453, 'x6': 0.892714, 'x7': 0.425746, 'x8': 0.123584, 'x9': 0.594888, 'x10': 0.530726, 'x11': 0.151068, 'x12': 0.879926, 'x13': 0.823671, 'x14': 0.275189, 'x15': 0.0, 'x16': 0.572721, 'x17': 0.119586, 'x18': 0.51192, 'x19': 0.629318, 'x20': 0.404399, 'x21': 1.0, 'x22': 0.041454, 'x23': 0.777946, 'x24': 0.13649, 'x25': 0.889224, 'x26': 0.765919, 'x27': 1.0, 'x28': 0.862971, 'x29': 0.0, 'x30': 0.850529, 'x31': 0.513764, 'x32': 1.0, 'x33': 0.228371, 'x34': 0.664788, 'x35': 0.640379, 'x36': 0.961895, 'x37': 0.116072, 'x38': 0.169401, 'x39': 0.61647, 'x40': 0.430577, 'x41': 0.20518, 'x42': 0.586054, 'x43': 0.516546, 'x44': 0.65749}] as trial 28.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 28 with data: {'uniqueness': (0.118454, None), 'validity': (0.8898, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.574274, 'x3': 0.364042, 'x4': 0.192145, 'x5': 0.267833, 'x6': 0.939546, 'x7': 0.431648, 'x8': 0.126824, 'x9': 0.611778, 'x10': 0.415231, 'x11': 0.143981, 'x12': 0.850982, 'x13': 0.790975, 'x14': 0.304936, 'x15': 0.0, 'x16': 0.574006, 'x17': 0.13827, 'x18': 0.538495, 'x19': 0.82745, 'x20': 0.447887, 'x21': 1.0, 'x22': 0.004158, 'x23': 0.752553, 'x24': 0.176683, 'x25': 0.486423, 'x26': 0.847969, 'x27': 1.0, 'x28': 0.9209, 'x29': 0.0, 'x30': 0.786047, 'x31': 0.500482, 'x32': 1.0, 'x33': 0.192248, 'x34': 0.724391, 'x35': 0.657656, 'x36': 0.972874, 'x37': 0.37366, 'x38': 0.507112, 'x39': 0.578874, 'x40': 0.423884, 'x41': 0.041714, 'x42': 0.883445, 'x43': 0.4617, 'x44': 0.697478}] as trial 29.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 29 with data: {'uniqueness': (0.144262, None), 'validity': (0.8644, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.029269, 'x2': 0.643412, 'x3': 0.34651, 'x4': 0.188269, 'x5': 0.360743, 'x6': 0.893528, 'x7': 0.342493, 'x8': 0.167122, 'x9': 0.643715, 'x10': 0.430222, 'x11': 0.143283, 'x12': 0.7958, 'x13': 0.816221, 'x14': 0.307161, 'x15': 0.0, 'x16': 0.246382, 'x17': 0.188698, 'x18': 0.562448, 'x19': 0.822107, 'x20': 0.474164, 'x21': 1.0, 'x22': 0.119914, 'x23': 0.761368, 'x24': 0.199032, 'x25': 0.813973, 'x26': 0.739097, 'x27': 1.0, 'x28': 0.902219, 'x29': 0.141287, 'x30': 0.801438, 'x31': 0.509554, 'x32': 0.986226, 'x33': 0.308447, 'x34': 0.68404, 'x35': 0.497818, 'x36': 1.0, 'x37': 0.209905, 'x38': 0.181195, 'x39': 0.606618, 'x40': 0.428657, 'x41': 0.104962, 'x42': 0.517226, 'x43': 0.582819, 'x44': 0.725077}] as trial 30.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 30 with data: {'uniqueness': (0.125888, None), 'validity': (0.8865, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.01531, 'x2': 0.742781, 'x3': 0.307172, 'x4': 0.178771, 'x5': 0.366289, 'x6': 0.892845, 'x7': 0.415825, 'x8': 0.144652, 'x9': 0.656236, 'x10': 0.477988, 'x11': 0.110977, 'x12': 0.867965, 'x13': 0.900244, 'x14': 0.263616, 'x15': 0.007168, 'x16': 0.0, 'x17': 0.104085, 'x18': 0.4209, 'x19': 0.425052, 'x20': 0.405427, 'x21': 1.0, 'x22': 0.111252, 'x23': 0.794246, 'x24': 0.109952, 'x25': 0.676754, 'x26': 0.603331, 'x27': 1.0, 'x28': 0.883749, 'x29': 0.0, 'x30': 0.765247, 'x31': 0.430416, 'x32': 1.0, 'x33': 0.338143, 'x34': 0.685449, 'x35': 0.318264, 'x36': 0.998361, 'x37': 0.180975, 'x38': 0.54341, 'x39': 0.664198, 'x40': 0.521751, 'x41': 0.426894, 'x42': 0.743641, 'x43': 0.67782, 'x44': 0.67767}] as trial 31.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 31 with data: {'uniqueness': (0.108444, None), 'validity': (0.9083, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.037831, 'x2': 0.714712, 'x3': 0.27977, 'x4': 0.189446, 'x5': 0.349377, 'x6': 0.895594, 'x7': 0.548926, 'x8': 0.117292, 'x9': 0.673354, 'x10': 0.464642, 'x11': 0.129627, 'x12': 0.950344, 'x13': 0.900707, 'x14': 0.231098, 'x15': 0.0, 'x16': 0.487769, 'x17': 0.055865, 'x18': 0.405789, 'x19': 0.823794, 'x20': 0.330314, 'x21': 1.0, 'x22': 0.05075, 'x23': 0.783481, 'x24': 0.053782, 'x25': 0.537164, 'x26': 0.668758, 'x27': 1.0, 'x28': 0.863494, 'x29': 0.0, 'x30': 0.783128, 'x31': 0.457847, 'x32': 1.0, 'x33': 0.217194, 'x34': 0.610701, 'x35': 0.538562, 'x36': 0.929056, 'x37': 0.556576, 'x38': 0.536431, 'x39': 0.694502, 'x40': 0.533637, 'x41': 0.295416, 'x42': 0.661368, 'x43': 0.55399, 'x44': 0.641548}] as trial 32.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 32 with data: {'uniqueness': (0.138099, None), 'validity': (0.8646, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.588194, 'x3': 0.359463, 'x4': 0.164097, 'x5': 0.263893, 'x6': 0.939252, 'x7': 0.459243, 'x8': 0.127339, 'x9': 0.705722, 'x10': 0.410943, 'x11': 0.14432, 'x12': 0.852831, 'x13': 0.7995, 'x14': 0.298764, 'x15': 0.0, 'x16': 0.0, 'x17': 0.130152, 'x18': 0.277099, 'x19': 0.835197, 'x20': 0.449075, 'x21': 1.0, 'x22': 0.006683, 'x23': 0.761986, 'x24': 0.162219, 'x25': 0.466433, 'x26': 0.780404, 'x27': 1.0, 'x28': 0.915151, 'x29': 0.036389, 'x30': 0.76078, 'x31': 0.46448, 'x32': 1.0, 'x33': 0.191651, 'x34': 0.749123, 'x35': 0.607228, 'x36': 1.0, 'x37': 1.0, 'x38': 0.66728, 'x39': 0.574317, 'x40': 0.486337, 'x41': 0.065184, 'x42': 1.0, 'x43': 0.484277, 'x44': 0.739021}] as trial 33.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 33 with data: {'uniqueness': (0.128136, None), 'validity': (0.8889, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.61265, 'x3': 0.355504, 'x4': 0.214611, 'x5': 0.364127, 'x6': 0.874605, 'x7': 0.401042, 'x8': 0.136211, 'x9': 0.628834, 'x10': 0.432493, 'x11': 0.151787, 'x12': 0.865128, 'x13': 0.84592, 'x14': 0.291684, 'x15': 0.0, 'x16': 0.396862, 'x17': 0.104804, 'x18': 0.167936, 'x19': 0.686458, 'x20': 0.420174, 'x21': 1.0, 'x22': 0.092337, 'x23': 0.767725, 'x24': 0.132028, 'x25': 0.561849, 'x26': 0.663242, 'x27': 1.0, 'x28': 0.854278, 'x29': 0.05155, 'x30': 0.771783, 'x31': 0.431331, 'x32': 1.0, 'x33': 0.316961, 'x34': 0.848709, 'x35': 0.646733, 'x36': 1.0, 'x37': 1.0, 'x38': 0.523452, 'x39': 0.58091, 'x40': 0.482895, 'x41': 0.30894, 'x42': 1.0, 'x43': 0.607003, 'x44': 0.740564}] as trial 34.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 34 with data: {'uniqueness': (0.109101, None), 'validity': (0.9065, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.538584, 'x3': 0.387762, 'x4': 0.193467, 'x5': 0.302115, 'x6': 0.891392, 'x7': 0.41204, 'x8': 0.13088, 'x9': 0.721963, 'x10': 0.562607, 'x11': 0.140034, 'x12': 0.803314, 'x13': 0.785399, 'x14': 0.323523, 'x15': 0.021807, 'x16': 0.55018, 'x17': 0.145482, 'x18': 0.543507, 'x19': 0.805915, 'x20': 0.491594, 'x21': 1.0, 'x22': 0.066122, 'x23': 0.775457, 'x24': 0.193479, 'x25': 0.293586, 'x26': 0.751279, 'x27': 1.0, 'x28': 0.886184, 'x29': 0.0, 'x30': 0.787344, 'x31': 0.532021, 'x32': 1.0, 'x33': 0.248548, 'x34': 0.828645, 'x35': 0.42532, 'x36': 1.0, 'x37': 0.80592, 'x38': 0.542221, 'x39': 0.5204, 'x40': 0.558597, 'x41': 0.362901, 'x42': 1.0, 'x43': 0.477505, 'x44': 0.731442}] as trial 35.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 35 with data: {'uniqueness': (0.158561, None), 'validity': (0.8369, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.714661, 'x3': 0.38416, 'x4': 0.213716, 'x5': 0.110525, 'x6': 0.890869, 'x7': 0.342064, 'x8': 0.238122, 'x9': 0.703846, 'x10': 0.430398, 'x11': 0.120809, 'x12': 0.84499, 'x13': 0.755017, 'x14': 0.34837, 'x15': 0.0, 'x16': 0.55924, 'x17': 0.206194, 'x18': 0.522453, 'x19': 0.811581, 'x20': 0.389605, 'x21': 1.0, 'x22': 0.026022, 'x23': 0.759118, 'x24': 0.213674, 'x25': 0.412, 'x26': 0.776155, 'x27': 1.0, 'x28': 0.858478, 'x29': 0.0, 'x30': 0.767015, 'x31': 0.548474, 'x32': 1.0, 'x33': 0.126969, 'x34': 0.71875, 'x35': 0.588802, 'x36': 1.0, 'x37': 1.0, 'x38': 0.577734, 'x39': 0.718569, 'x40': 0.024744, 'x41': 0.543234, 'x42': 1.0, 'x43': 0.600948, 'x44': 0.649111}] as trial 36.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 36 with data: {'uniqueness': (0.142891, None), 'validity': (0.8384, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.457918, 'x3': 0.283227, 'x4': 0.185852, 'x5': 0.360445, 'x6': 0.913747, 'x7': 0.507641, 'x8': 0.100441, 'x9': 0.748456, 'x10': 0.355129, 'x11': 0.222554, 'x12': 0.859552, 'x13': 0.850403, 'x14': 0.215147, 'x15': 0.0, 'x16': 0.503129, 'x17': 0.06048, 'x18': 0.534024, 'x19': 0.744336, 'x20': 0.516677, 'x21': 1.0, 'x22': 0.108772, 'x23': 0.764141, 'x24': 0.087347, 'x25': 0.322109, 'x26': 0.700801, 'x27': 1.0, 'x28': 0.974344, 'x29': 0.053746, 'x30': 0.784687, 'x31': 0.530816, 'x32': 1.0, 'x33': 0.332039, 'x34': 0.584639, 'x35': 0.530974, 'x36': 1.0, 'x37': 0.745574, 'x38': 0.510628, 'x39': 0.421692, 'x40': 0.889319, 'x41': 0.0, 'x42': 1.0, 'x43': 0.470808, 'x44': 0.856354}] as trial 37.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 37 with data: {'uniqueness': (0.124013, None), 'validity': (0.8483, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.004813, 'x2': 0.551586, 'x3': 0.425144, 'x4': 0.194314, 'x5': 0.44979, 'x6': 0.878776, 'x7': 0.523538, 'x8': 0.064651, 'x9': 0.650624, 'x10': 0.727346, 'x11': 0.095265, 'x12': 0.861149, 'x13': 0.81452, 'x14': 0.348602, 'x15': 0.020675, 'x16': 0.121079, 'x17': 0.102126, 'x18': 0.580107, 'x19': 0.893249, 'x20': 0.410351, 'x21': 1.0, 'x22': 0.033512, 'x23': 0.772645, 'x24': 0.178094, 'x25': 0.908609, 'x26': 0.832234, 'x27': 1.0, 'x28': 0.829171, 'x29': 0.0, 'x30': 0.797415, 'x31': 0.509558, 'x32': 1.0, 'x33': 0.160248, 'x34': 0.935862, 'x35': 0.362465, 'x36': 1.0, 'x37': 0.639141, 'x38': 0.559219, 'x39': 0.548289, 'x40': 0.607771, 'x41': 0.364002, 'x42': 1.0, 'x43': 0.443171, 'x44': 0.646728}] as trial 38.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 38 with data: {'uniqueness': (0.144856, None), 'validity': (0.8505, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.005382, 'x2': 0.791967, 'x3': 0.365554, 'x4': 0.187707, 'x5': 0.362117, 'x6': 0.893591, 'x7': 0.38952, 'x8': 0.11187, 'x9': 0.71005, 'x10': 0.682286, 'x11': 0.152749, 'x12': 0.804001, 'x13': 0.783306, 'x14': 0.356054, 'x15': 0.0, 'x16': 0.229578, 'x17': 0.197448, 'x18': 0.553217, 'x19': 0.797107, 'x20': 0.408149, 'x21': 1.0, 'x22': 0.043208, 'x23': 0.75619, 'x24': 0.208741, 'x25': 0.051039, 'x26': 0.767014, 'x27': 1.0, 'x28': 0.847796, 'x29': 0.033132, 'x30': 0.800572, 'x31': 0.511878, 'x32': 1.0, 'x33': 0.120438, 'x34': 0.934877, 'x35': 0.543718, 'x36': 1.0, 'x37': 0.013852, 'x38': 0.552918, 'x39': 0.776892, 'x40': 0.490888, 'x41': 0.342082, 'x42': 1.0, 'x43': 0.479291, 'x44': 0.698548}] as trial 39.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 39 with data: {'uniqueness': (0.145938, None), 'validity': (0.8346, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.535656, 'x3': 0.333734, 'x4': 0.215367, 'x5': 0.28198, 'x6': 0.914994, 'x7': 0.504354, 'x8': 0.084723, 'x9': 0.678964, 'x10': 0.777363, 'x11': 0.101767, 'x12': 0.941704, 'x13': 0.876856, 'x14': 0.17794, 'x15': 0.002376, 'x16': 0.51103, 'x17': 0.025555, 'x18': 0.552778, 'x19': 0.839769, 'x20': 0.446148, 'x21': 1.0, 'x22': 0.002838, 'x23': 0.766599, 'x24': 0.027261, 'x25': 0.518644, 'x26': 0.741918, 'x27': 1.0, 'x28': 0.890821, 'x29': 0.077956, 'x30': 0.775434, 'x31': 0.499902, 'x32': 1.0, 'x33': 0.255512, 'x34': 0.795538, 'x35': 0.247274, 'x36': 1.0, 'x37': 1.0, 'x38': 0.508034, 'x39': 0.496924, 'x40': 0.40972, 'x41': 0.404172, 'x42': 1.0, 'x43': 0.475057, 'x44': 0.483468}] as trial 40.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 40 with data: {'uniqueness': (0.142874, None), 'validity': (0.8574, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.014035, 'x2': 0.572653, 'x3': 0.360129, 'x4': 0.203219, 'x5': 0.213336, 'x6': 0.896225, 'x7': 0.581531, 'x8': 0.146268, 'x9': 0.676277, 'x10': 0.588782, 'x11': 0.110146, 'x12': 0.78463, 'x13': 0.763441, 'x14': 0.481524, 'x15': 0.022986, 'x16': 0.363514, 'x17': 0.177561, 'x18': 0.545719, 'x19': 0.836202, 'x20': 0.347829, 'x21': 1.0, 'x22': 0.056121, 'x23': 0.755784, 'x24': 0.266536, 'x25': 0.714521, 'x26': 0.708648, 'x27': 1.0, 'x28': 0.864003, 'x29': 0.0, 'x30': 0.781596, 'x31': 0.504942, 'x32': 1.0, 'x33': 0.55208, 'x34': 0.790667, 'x35': 0.730022, 'x36': 0.97499, 'x37': 1.0, 'x38': 0.53209, 'x39': 0.590561, 'x40': 0.49609, 'x41': 0.322521, 'x42': 0.850998, 'x43': 0.437907, 'x44': 0.711251}] as trial 41.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 41 with data: {'uniqueness': (0.164712, None), 'validity': (0.8269, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.001809, 'x2': 0.717427, 'x3': 0.277167, 'x4': 0.194352, 'x5': 0.076453, 'x6': 0.899269, 'x7': 0.682039, 'x8': 0.186269, 'x9': 0.689276, 'x10': 0.622087, 'x11': 0.163928, 'x12': 0.69503, 'x13': 0.78854, 'x14': 0.313762, 'x15': 0.0, 'x16': 0.415939, 'x17': 0.203426, 'x18': 0.54645, 'x19': 0.820756, 'x20': 0.409879, 'x21': 1.0, 'x22': 0.138734, 'x23': 0.762256, 'x24': 0.170937, 'x25': 0.723566, 'x26': 0.561009, 'x27': 1.0, 'x28': 0.921715, 'x29': 0.00645, 'x30': 0.772496, 'x31': 0.494191, 'x32': 1.0, 'x33': 0.531316, 'x34': 0.824647, 'x35': 0.495036, 'x36': 0.951909, 'x37': 1.0, 'x38': 0.466561, 'x39': 0.655267, 'x40': 0.432303, 'x41': 0.202804, 'x42': 0.971875, 'x43': 0.410123, 'x44': 0.784262}] as trial 42.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 42 with data: {'uniqueness': (0.147165, None), 'validity': (0.7726, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.02147, 'x2': 0.430128, 'x3': 0.435805, 'x4': 0.248231, 'x5': 0.452483, 'x6': 0.883669, 'x7': 0.302921, 'x8': 0.127561, 'x9': 0.678427, 'x10': 0.687185, 'x11': 0.035161, 'x12': 1.0, 'x13': 0.756282, 'x14': 0.599866, 'x15': 0.044291, 'x16': 0.291973, 'x17': 0.086271, 'x18': 0.559793, 'x19': 0.792113, 'x20': 0.330363, 'x21': 1.0, 'x22': 0.028418, 'x23': 0.745562, 'x24': 0.246824, 'x25': 0.248508, 'x26': 0.838898, 'x27': 1.0, 'x28': 0.82798, 'x29': 0.014813, 'x30': 0.768371, 'x31': 0.51915, 'x32': 1.0, 'x33': 0.427987, 'x34': 0.574333, 'x35': 0.87612, 'x36': 0.966636, 'x37': 1.0, 'x38': 0.533977, 'x39': 0.485605, 'x40': 0.471173, 'x41': 0.558722, 'x42': 0.915085, 'x43': 0.483455, 'x44': 0.673126}] as trial 43.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 43 with data: {'uniqueness': (0.119233, None), 'validity': (0.8714, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.072997, 'x2': 0.699739, 'x3': 0.410444, 'x4': 0.246463, 'x5': 0.418789, 'x6': 0.897903, 'x7': 0.503848, 'x8': 0.165449, 'x9': 0.672707, 'x10': 0.55775, 'x11': 0.102432, 'x12': 0.950248, 'x13': 0.80682, 'x14': 0.539636, 'x15': 0.042498, 'x16': 0.36373, 'x17': 0.178509, 'x18': 0.562931, 'x19': 0.841244, 'x20': 0.334649, 'x21': 1.0, 'x22': 0.003525, 'x23': 0.724627, 'x24': 0.335129, 'x25': 0.656386, 'x26': 0.783202, 'x27': 1.0, 'x28': 0.830204, 'x29': 0.011991, 'x30': 0.745524, 'x31': 0.502801, 'x32': 1.0, 'x33': 0.14393, 'x34': 0.783735, 'x35': 0.746504, 'x36': 0.974193, 'x37': 1.0, 'x38': 0.372065, 'x39': 0.725333, 'x40': 0.525455, 'x41': 0.340255, 'x42': 1.0, 'x43': 0.582396, 'x44': 0.759465}] as trial 44.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 44 with data: {'uniqueness': (0.148325, None), 'validity': (0.836, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.079438, 'x2': 0.485073, 'x3': 0.377635, 'x4': 0.202501, 'x5': 0.239186, 'x6': 0.799689, 'x7': 0.448656, 'x8': 0.090486, 'x9': 0.696256, 'x10': 0.639535, 'x11': 0.061537, 'x12': 0.796399, 'x13': 0.772911, 'x14': 0.385683, 'x15': 0.016343, 'x16': 0.300953, 'x17': 0.08854, 'x18': 0.548255, 'x19': 0.810883, 'x20': 0.16214, 'x21': 1.0, 'x22': 0.111019, 'x23': 0.759235, 'x24': 0.129411, 'x25': 0.711981, 'x26': 0.786398, 'x27': 1.0, 'x28': 0.728685, 'x29': 0.0, 'x30': 0.770671, 'x31': 0.503227, 'x32': 0.978909, 'x33': 0.394451, 'x34': 0.824118, 'x35': 0.541828, 'x36': 0.916843, 'x37': 1.0, 'x38': 0.53796, 'x39': 0.552206, 'x40': 0.804755, 'x41': 0.457147, 'x42': 0.733293, 'x43': 0.509572, 'x44': 0.922958}] as trial 45.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 45 with data: {'uniqueness': (0.143925, None), 'validity': (0.8699, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.01303, 'x2': 0.51849, 'x3': 0.336697, 'x4': 0.199578, 'x5': 0.365532, 'x6': 0.906405, 'x7': 0.465383, 'x8': 0.098212, 'x9': 0.67547, 'x10': 0.578743, 'x11': 0.106705, 'x12': 0.725574, 'x13': 0.817668, 'x14': 0.497359, 'x15': 0.012444, 'x16': 0.273821, 'x17': 0.072364, 'x18': 0.579448, 'x19': 0.807083, 'x20': 0.356527, 'x21': 1.0, 'x22': 0.01858, 'x23': 0.73333, 'x24': 0.048761, 'x25': 0.232214, 'x26': 0.686871, 'x27': 1.0, 'x28': 0.832696, 'x29': 0.022098, 'x30': 0.748788, 'x31': 0.469858, 'x32': 0.972442, 'x33': 0.641655, 'x34': 0.76312, 'x35': 0.799284, 'x36': 0.997608, 'x37': 1.0, 'x38': 1.0, 'x39': 0.608689, 'x40': 0.620865, 'x41': 0.450954, 'x42': 1.0, 'x43': 0.460718, 'x44': 0.45538}] as trial 46.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 46 with data: {'uniqueness': (0.1317, None), 'validity': (0.8694, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.002484, 'x2': 0.553153, 'x3': 0.33519, 'x4': 0.20454, 'x5': 0.235868, 'x6': 0.830326, 'x7': 0.476848, 'x8': 0.07797, 'x9': 0.687464, 'x10': 0.613155, 'x11': 0.112416, 'x12': 0.998669, 'x13': 0.807099, 'x14': 0.152337, 'x15': 0.005203, 'x16': 0.257539, 'x17': 0.119692, 'x18': 0.557195, 'x19': 0.798232, 'x20': 0.315457, 'x21': 1.0, 'x22': 0.127715, 'x23': 0.739216, 'x24': 0.4051, 'x25': 0.574656, 'x26': 0.654121, 'x27': 1.0, 'x28': 0.749129, 'x29': 0.0, 'x30': 0.779015, 'x31': 0.486209, 'x32': 1.0, 'x33': 0.57434, 'x34': 0.782236, 'x35': 0.489172, 'x36': 1.0, 'x37': 0.902922, 'x38': 0.598678, 'x39': 0.601897, 'x40': 0.657321, 'x41': 0.638362, 'x42': 1.0, 'x43': 0.503784, 'x44': 0.485435}] as trial 47.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 47 with data: {'uniqueness': (0.126118, None), 'validity': (0.8833, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.460732, 'x3': 0.445748, 'x4': 0.219766, 'x5': 0.283911, 'x6': 0.862339, 'x7': 0.467503, 'x8': 0.10768, 'x9': 0.680978, 'x10': 0.666435, 'x11': 0.06971, 'x12': 0.880896, 'x13': 0.765534, 'x14': 0.415178, 'x15': 0.023868, 'x16': 0.264781, 'x17': 0.045069, 'x18': 0.533865, 'x19': 0.800159, 'x20': 0.204891, 'x21': 1.0, 'x22': 0.033516, 'x23': 0.759094, 'x24': 0.122629, 'x25': 1.0, 'x26': 0.86563, 'x27': 1.0, 'x28': 0.930304, 'x29': 0.0, 'x30': 0.79297, 'x31': 0.506149, 'x32': 1.0, 'x33': 0.281843, 'x34': 0.794947, 'x35': 0.468952, 'x36': 0.952158, 'x37': 1.0, 'x38': 0.50823, 'x39': 0.46487, 'x40': 0.148129, 'x41': 0.556449, 'x42': 0.693793, 'x43': 0.55943, 'x44': 0.974999}] as trial 48.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 48 with data: {'uniqueness': (0.128826, None), 'validity': (0.8756, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.531987, 'x3': 0.436163, 'x4': 0.18539, 'x5': 0.273099, 'x6': 0.959215, 'x7': 0.439885, 'x8': 0.119386, 'x9': 0.656973, 'x10': 0.657941, 'x11': 0.112591, 'x12': 0.74436, 'x13': 0.780273, 'x14': 0.337756, 'x15': 0.014074, 'x16': 0.288679, 'x17': 0.289577, 'x18': 0.546092, 'x19': 0.816256, 'x20': 0.248705, 'x21': 1.0, 'x22': 0.0, 'x23': 0.759574, 'x24': 0.226798, 'x25': 0.379905, 'x26': 0.782505, 'x27': 1.0, 'x28': 0.788002, 'x29': 0.0, 'x30': 0.746877, 'x31': 0.508195, 'x32': 1.0, 'x33': 0.488862, 'x34': 0.560823, 'x35': 0.537472, 'x36': 1.0, 'x37': 1.0, 'x38': 0.533094, 'x39': 0.566925, 'x40': 0.409006, 'x41': 0.263993, 'x42': 1.0, 'x43': 0.523617, 'x44': 0.600857}] as trial 49.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 49 with data: {'uniqueness': (0.121428, None), 'validity': (0.8993, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.021261, 'x2': 0.697627, 'x3': 0.275242, 'x4': 0.178639, 'x5': 0.366149, 'x6': 0.935792, 'x7': 0.39938, 'x8': 0.13056, 'x9': 0.600965, 'x10': 0.719593, 'x11': 0.06072, 'x12': 0.870192, 'x13': 0.802821, 'x14': 0.428528, 'x15': 0.001447, 'x16': 0.409447, 'x17': 0.122557, 'x18': 0.554126, 'x19': 0.814087, 'x20': 0.429984, 'x21': 1.0, 'x22': 0.0, 'x23': 0.773806, 'x24': 0.0, 'x25': 0.553068, 'x26': 0.715881, 'x27': 1.0, 'x28': 0.778486, 'x29': 0.0, 'x30': 0.785362, 'x31': 0.494182, 'x32': 1.0, 'x33': 0.23413, 'x34': 0.789432, 'x35': 0.624742, 'x36': 0.909684, 'x37': 1.0, 'x38': 0.539709, 'x39': 0.563065, 'x40': 0.702249, 'x41': 0.0, 'x42': 0.792595, 'x43': 0.291907, 'x44': 0.88487}] as trial 50.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 50 with data: {'uniqueness': (0.154549, None), 'validity': (0.8431, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.104841, 'x2': 0.349119, 'x3': 0.361265, 'x4': 0.193517, 'x5': 0.336637, 'x6': 0.863283, 'x7': 0.442328, 'x8': 0.076056, 'x9': 0.652196, 'x10': 0.387436, 'x11': 0.066668, 'x12': 0.627514, 'x13': 0.855839, 'x14': 0.393818, 'x15': 0.043443, 'x16': 0.396102, 'x17': 0.093108, 'x18': 0.524341, 'x19': 0.819261, 'x20': 0.524611, 'x21': 1.0, 'x22': 0.04219, 'x23': 0.757479, 'x24': 0.0, 'x25': 0.785264, 'x26': 0.74149, 'x27': 1.0, 'x28': 0.6907, 'x29': 0.0, 'x30': 0.787181, 'x31': 0.488974, 'x32': 1.0, 'x33': 0.446223, 'x34': 0.792403, 'x35': 0.81881, 'x36': 0.961049, 'x37': 1.0, 'x38': 0.525809, 'x39': 0.795921, 'x40': 0.551335, 'x41': 0.303148, 'x42': 0.774055, 'x43': 0.571306, 'x44': 0.480882}] as trial 51.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 51 with data: {'uniqueness': (0.127585, None), 'validity': (0.8606, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.034293, 'x2': 0.615061, 'x3': 0.33785, 'x4': 0.206908, 'x5': 0.372698, 'x6': 0.842464, 'x7': 0.400124, 'x8': 0.118922, 'x9': 0.668344, 'x10': 0.508011, 'x11': 0.100563, 'x12': 0.877124, 'x13': 0.802875, 'x14': 0.382711, 'x15': 0.016773, 'x16': 0.447455, 'x17': 0.016083, 'x18': 0.530393, 'x19': 0.790298, 'x20': 0.138726, 'x21': 1.0, 'x22': 0.05458, 'x23': 0.754619, 'x24': 0.191181, 'x25': 0.336414, 'x26': 0.744663, 'x27': 1.0, 'x28': 1.0, 'x29': 0.0, 'x30': 0.783114, 'x31': 0.500503, 'x32': 1.0, 'x33': 0.478263, 'x34': 0.806837, 'x35': 0.68148, 'x36': 1.0, 'x37': 1.0, 'x38': 0.531393, 'x39': 0.59265, 'x40': 0.625089, 'x41': 0.245062, 'x42': 0.948258, 'x43': 0.294314, 'x44': 0.716536}] as trial 52.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 52 with data: {'uniqueness': (0.129417, None), 'validity': (0.8716, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.058071, 'x2': 0.613721, 'x3': 0.409221, 'x4': 0.232944, 'x5': 0.246236, 'x6': 0.776504, 'x7': 0.453666, 'x8': 0.071256, 'x9': 0.688333, 'x10': 0.854999, 'x11': 0.056158, 'x12': 1.0, 'x13': 0.822331, 'x14': 0.432384, 'x15': 0.006355, 'x16': 0.374895, 'x17': 0.003022, 'x18': 0.513728, 'x19': 0.793678, 'x20': 0.436984, 'x21': 1.0, 'x22': 0.014608, 'x23': 0.754369, 'x24': 0.01954, 'x25': 0.528738, 'x26': 0.920975, 'x27': 1.0, 'x28': 0.544892, 'x29': 0.0, 'x30': 0.777691, 'x31': 0.531206, 'x32': 1.0, 'x33': 0.074588, 'x34': 0.780087, 'x35': 0.583397, 'x36': 0.948564, 'x37': 1.0, 'x38': 0.559519, 'x39': 0.515484, 'x40': 0.889427, 'x41': 0.690133, 'x42': 0.641179, 'x43': 0.652005, 'x44': 0.929659}] as trial 53.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 53 with data: {'uniqueness': (0.130207, None), 'validity': (0.8786, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.094803, 'x2': 0.448224, 'x3': 0.420554, 'x4': 0.288735, 'x5': 0.397174, 'x6': 0.837014, 'x7': 0.496566, 'x8': 0.04589, 'x9': 0.68448, 'x10': 0.723053, 'x11': 0.066194, 'x12': 0.841663, 'x13': 0.84845, 'x14': 0.253316, 'x15': 0.049896, 'x16': 0.36, 'x17': 0.260683, 'x18': 0.519802, 'x19': 0.83752, 'x20': 0.495854, 'x21': 1.0, 'x22': 0.002528, 'x23': 0.72784, 'x24': 0.117239, 'x25': 0.397217, 'x26': 0.823726, 'x27': 1.0, 'x28': 0.608959, 'x29': 0.027511, 'x30': 0.723254, 'x31': 0.537043, 'x32': 1.0, 'x33': 0.574239, 'x34': 0.783639, 'x35': 0.93044, 'x36': 0.965473, 'x37': 1.0, 'x38': 0.430943, 'x39': 0.623512, 'x40': 0.763577, 'x41': 0.535919, 'x42': 0.780317, 'x43': 0.691528, 'x44': 0.594368}] as trial 54.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 54 with data: {'uniqueness': (0.150878, None), 'validity': (0.8888, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.003947, 'x2': 0.623493, 'x3': 0.417322, 'x4': 0.228229, 'x5': 0.349196, 'x6': 0.853368, 'x7': 0.496937, 'x8': 0.033075, 'x9': 0.671381, 'x10': 0.807142, 'x11': 0.027527, 'x12': 0.84338, 'x13': 0.876119, 'x14': 0.359391, 'x15': 0.0, 'x16': 0.346602, 'x17': 0.212476, 'x18': 0.547314, 'x19': 0.817719, 'x20': 0.473477, 'x21': 1.0, 'x22': 0.023489, 'x23': 0.745598, 'x24': 0.084783, 'x25': 0.643729, 'x26': 0.843636, 'x27': 1.0, 'x28': 0.565413, 'x29': 0.0, 'x30': 0.773451, 'x31': 0.493637, 'x32': 1.0, 'x33': 0.45355, 'x34': 0.752747, 'x35': 0.807172, 'x36': 0.964787, 'x37': 1.0, 'x38': 0.541301, 'x39': 0.419985, 'x40': 0.663674, 'x41': 0.704705, 'x42': 0.810795, 'x43': 0.722125, 'x44': 0.498412}] as trial 55.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 55 with data: {'uniqueness': (0.146583, None), 'validity': (0.878, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.049206, 'x2': 0.435023, 'x3': 0.538987, 'x4': 0.276624, 'x5': 0.352969, 'x6': 0.866481, 'x7': 0.421782, 'x8': 0.210833, 'x9': 0.671136, 'x10': 0.670502, 'x11': 0.102055, 'x12': 0.838661, 'x13': 0.709349, 'x14': 0.283864, 'x15': 0.018774, 'x16': 0.26222, 'x17': 0.105276, 'x18': 0.50775, 'x19': 0.840445, 'x20': 0.424606, 'x21': 1.0, 'x22': 0.0, 'x23': 0.728886, 'x24': 0.399297, 'x25': 0.662526, 'x26': 0.689968, 'x27': 1.0, 'x28': 0.668653, 'x29': 0.007875, 'x30': 0.698172, 'x31': 0.558439, 'x32': 1.0, 'x33': 0.311089, 'x34': 0.779726, 'x35': 0.778862, 'x36': 0.955168, 'x37': 1.0, 'x38': 0.526419, 'x39': 0.551749, 'x40': 0.663526, 'x41': 0.414408, 'x42': 0.760478, 'x43': 0.496928, 'x44': 0.902859}] as trial 56.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 56 with data: {'uniqueness': (0.131591, None), 'validity': (0.8952, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.097965, 'x2': 0.381229, 'x3': 0.320414, 'x4': 0.268109, 'x5': 0.34473, 'x6': 0.804935, 'x7': 0.479781, 'x8': 0.066245, 'x9': 0.672574, 'x10': 0.596025, 'x11': 0.072056, 'x12': 0.846192, 'x13': 0.815216, 'x14': 0.342023, 'x15': 0.056354, 'x16': 0.21813, 'x17': 0.223441, 'x18': 0.549045, 'x19': 0.847248, 'x20': 0.439869, 'x21': 1.0, 'x22': 0.020606, 'x23': 0.740749, 'x24': 0.076059, 'x25': 0.686604, 'x26': 1.0, 'x27': 1.0, 'x28': 0.612765, 'x29': 0.013586, 'x30': 0.731114, 'x31': 0.537111, 'x32': 1.0, 'x33': 0.48773, 'x34': 0.762277, 'x35': 0.888483, 'x36': 0.980799, 'x37': 1.0, 'x38': 0.521226, 'x39': 0.668083, 'x40': 0.65508, 'x41': 0.627831, 'x42': 0.56182, 'x43': 0.748434, 'x44': 0.938217}] as trial 57.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 57 with data: {'uniqueness': (0.164749, None), 'validity': (0.8692, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.110914, 'x2': 0.640955, 'x3': 0.370598, 'x4': 0.279126, 'x5': 0.378922, 'x6': 0.839999, 'x7': 0.487192, 'x8': 0.071921, 'x9': 0.673226, 'x10': 0.573817, 'x11': 0.087019, 'x12': 0.842515, 'x13': 0.84035, 'x14': 0.29401, 'x15': 0.006456, 'x16': 0.162567, 'x17': 0.0, 'x18': 0.558082, 'x19': 0.857451, 'x20': 0.454256, 'x21': 1.0, 'x22': 0.0, 'x23': 0.727948, 'x24': 0.0, 'x25': 0.982903, 'x26': 0.663842, 'x27': 1.0, 'x28': 0.492743, 'x29': 0.0, 'x30': 0.705737, 'x31': 0.542586, 'x32': 1.0, 'x33': 0.601332, 'x34': 0.739042, 'x35': 0.98604, 'x36': 0.862527, 'x37': 1.0, 'x38': 0.532523, 'x39': 0.584881, 'x40': 0.836584, 'x41': 0.595722, 'x42': 0.456077, 'x43': 0.542605, 'x44': 1.0}] as trial 58.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 58 with data: {'uniqueness': (0.15521, None), 'validity': (0.8685, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.129256, 'x2': 0.238599, 'x3': 0.353121, 'x4': 0.283449, 'x5': 0.348504, 'x6': 0.718985, 'x7': 0.477036, 'x8': 0.0, 'x9': 0.674897, 'x10': 0.578141, 'x11': 0.074103, 'x12': 0.847229, 'x13': 0.856373, 'x14': 0.354406, 'x15': 0.070184, 'x16': 0.223105, 'x17': 0.148847, 'x18': 0.559837, 'x19': 0.855486, 'x20': 0.446024, 'x21': 1.0, 'x22': 0.001585, 'x23': 0.732613, 'x24': 0.0, 'x25': 0.584893, 'x26': 1.0, 'x27': 1.0, 'x28': 0.517867, 'x29': 0.05679, 'x30': 0.70488, 'x31': 0.535926, 'x32': 0.984368, 'x33': 0.450174, 'x34': 0.764975, 'x35': 0.579146, 'x36': 0.957825, 'x37': 1.0, 'x38': 0.517361, 'x39': 0.647744, 'x40': 0.712851, 'x41': 0.56062, 'x42': 0.512187, 'x43': 0.771433, 'x44': 0.492027}] as trial 59.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 59 with data: {'uniqueness': (0.148417, None), 'validity': (0.8813, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.058487, 'x2': 0.253867, 'x3': 0.325753, 'x4': 0.317028, 'x5': 0.380781, 'x6': 0.839059, 'x7': 0.507033, 'x8': 0.234928, 'x9': 0.642975, 'x10': 0.622994, 'x11': 0.027727, 'x12': 0.83934, 'x13': 0.834877, 'x14': 0.211659, 'x15': 0.061213, 'x16': 0.128208, 'x17': 0.161542, 'x18': 0.561593, 'x19': 0.820914, 'x20': 0.463236, 'x21': 1.0, 'x22': 0.060308, 'x23': 0.730449, 'x24': 0.126336, 'x25': 0.538774, 'x26': 0.772081, 'x27': 1.0, 'x28': 0.739786, 'x29': 0.0, 'x30': 0.734102, 'x31': 0.540887, 'x32': 1.0, 'x33': 0.361865, 'x34': 0.762855, 'x35': 1.0, 'x36': 1.0, 'x37': 0.581701, 'x38': 0.553101, 'x39': 0.623289, 'x40': 0.611094, 'x41': 0.749939, 'x42': 0.502224, 'x43': 0.927469, 'x44': 1.0}] as trial 60.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 60 with data: {'uniqueness': (0.169987, None), 'validity': (0.8383, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.141004, 'x2': 0.566287, 'x3': 0.343551, 'x4': 0.302145, 'x5': 0.418073, 'x6': 0.827831, 'x7': 0.504766, 'x8': 0.234789, 'x9': 0.668538, 'x10': 0.630451, 'x11': 0.02701, 'x12': 0.846861, 'x13': 0.939436, 'x14': 0.207913, 'x15': 0.095782, 'x16': 0.139502, 'x17': 0.174643, 'x18': 0.581492, 'x19': 0.855546, 'x20': 0.500038, 'x21': 1.0, 'x22': 0.0, 'x23': 0.728722, 'x24': 0.0, 'x25': 0.536997, 'x26': 1.0, 'x27': 1.0, 'x28': 0.531773, 'x29': 0.078425, 'x30': 0.736761, 'x31': 0.531577, 'x32': 0.968737, 'x33': 0.207943, 'x34': 0.759063, 'x35': 0.649456, 'x36': 0.966261, 'x37': 1.0, 'x38': 0.52671, 'x39': 0.761893, 'x40': 0.647858, 'x41': 0.763721, 'x42': 0.819141, 'x43': 0.881809, 'x44': 0.989882}] as trial 61.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 61 with data: {'uniqueness': (0.147332, None), 'validity': (0.862, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.027946, 'x2': 0.536056, 'x3': 0.3416, 'x4': 0.311276, 'x5': 0.384314, 'x6': 0.777591, 'x7': 0.473105, 'x8': 0.0, 'x9': 0.664319, 'x10': 0.635454, 'x11': 0.062478, 'x12': 0.838873, 'x13': 0.753738, 'x14': 0.306719, 'x15': 0.0, 'x16': 0.212648, 'x17': 0.0, 'x18': 0.546493, 'x19': 0.83173, 'x20': 0.473202, 'x21': 1.0, 'x22': 0.086816, 'x23': 0.720976, 'x24': 0.323513, 'x25': 0.467654, 'x26': 0.55134, 'x27': 1.0, 'x28': 0.84802, 'x29': 0.047261, 'x30': 0.684269, 'x31': 0.547971, 'x32': 0.98455, 'x33': 0.02585, 'x34': 0.753443, 'x35': 0.901288, 'x36': 1.0, 'x37': 1.0, 'x38': 0.534153, 'x39': 0.527019, 'x40': 0.718057, 'x41': 0.764283, 'x42': 0.384922, 'x43': 0.866772, 'x44': 1.0}] as trial 62.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 62 with data: {'uniqueness': (0.162001, None), 'validity': (0.8574, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.078354, 'x2': 0.440735, 'x3': 0.350816, 'x4': 0.26844, 'x5': 0.352441, 'x6': 0.836221, 'x7': 0.469516, 'x8': 0.158374, 'x9': 0.681103, 'x10': 0.628577, 'x11': 0.102664, 'x12': 0.85103, 'x13': 0.716998, 'x14': 0.313262, 'x15': 0.0, 'x16': 0.228049, 'x17': 0.318868, 'x18': 0.533896, 'x19': 0.862946, 'x20': 0.453981, 'x21': 1.0, 'x22': 0.067559, 'x23': 0.713047, 'x24': 0.0, 'x25': 0.706944, 'x26': 0.868988, 'x27': 1.0, 'x28': 0.799039, 'x29': 0.0, 'x30': 0.706451, 'x31': 0.538049, 'x32': 1.0, 'x33': 0.791674, 'x34': 0.791949, 'x35': 0.831998, 'x36': 1.0, 'x37': 1.0, 'x38': 0.512662, 'x39': 0.51214, 'x40': 0.794063, 'x41': 0.586332, 'x42': 0.398967, 'x43': 0.778265, 'x44': 0.571714}] as trial 63.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 63 with data: {'uniqueness': (0.153309, None), 'validity': (0.8597, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.074709, 'x2': 0.344287, 'x3': 0.319303, 'x4': 0.250945, 'x5': 0.348949, 'x6': 0.828337, 'x7': 0.464668, 'x8': 0.0, 'x9': 0.666414, 'x10': 0.609651, 'x11': 0.085291, 'x12': 0.849821, 'x13': 0.887994, 'x14': 0.361242, 'x15': 0.030827, 'x16': 0.181918, 'x17': 0.08434, 'x18': 0.549687, 'x19': 0.831848, 'x20': 0.448073, 'x21': 1.0, 'x22': 0.050583, 'x23': 0.739537, 'x24': 0.224132, 'x25': 0.681459, 'x26': 0.757338, 'x27': 1.0, 'x28': 0.544894, 'x29': 0.0267, 'x30': 0.728031, 'x31': 0.549035, 'x32': 1.0, 'x33': 0.337506, 'x34': 0.764435, 'x35': 1.0, 'x36': 1.0, 'x37': 0.921759, 'x38': 0.52999, 'x39': 0.592771, 'x40': 0.656727, 'x41': 0.610283, 'x42': 0.84915, 'x43': 0.743248, 'x44': 1.0}] as trial 64.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 64 with data: {'uniqueness': (0.163613, None), 'validity': (0.8624, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.013518, 'x2': 0.217628, 'x3': 0.340538, 'x4': 0.317278, 'x5': 0.366567, 'x6': 0.798979, 'x7': 0.468102, 'x8': 0.0, 'x9': 0.665293, 'x10': 0.629476, 'x11': 0.024891, 'x12': 0.825202, 'x13': 0.750232, 'x14': 0.189459, 'x15': 0.117455, 'x16': 0.210543, 'x17': 0.125303, 'x18': 0.571926, 'x19': 0.803948, 'x20': 0.420407, 'x21': 1.0, 'x22': 0.087536, 'x23': 0.723945, 'x24': 0.153978, 'x25': 0.480976, 'x26': 0.657805, 'x27': 1.0, 'x28': 0.844638, 'x29': 0.0, 'x30': 0.73891, 'x31': 0.527129, 'x32': 1.0, 'x33': 0.344893, 'x34': 0.770371, 'x35': 0.895944, 'x36': 0.95555, 'x37': 0.861799, 'x38': 0.531733, 'x39': 0.578013, 'x40': 0.429175, 'x41': 0.783029, 'x42': 0.41154, 'x43': 0.482556, 'x44': 1.0}] as trial 65.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 65 with data: {'uniqueness': (0.14128, None), 'validity': (0.8968, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.006464, 'x2': 0.657111, 'x3': 0.335497, 'x4': 0.306197, 'x5': 0.371788, 'x6': 0.821161, 'x7': 0.477415, 'x8': 0.091671, 'x9': 0.659729, 'x10': 0.633045, 'x11': 0.036151, 'x12': 0.831283, 'x13': 0.804326, 'x14': 0.145977, 'x15': 0.037308, 'x16': 0.213647, 'x17': 0.033979, 'x18': 0.550159, 'x19': 0.820893, 'x20': 0.447, 'x21': 1.0, 'x22': 0.095235, 'x23': 0.728527, 'x24': 0.268955, 'x25': 0.528648, 'x26': 0.88399, 'x27': 1.0, 'x28': 0.669742, 'x29': 0.012506, 'x30': 0.733744, 'x31': 0.526869, 'x32': 1.0, 'x33': 0.057652, 'x34': 0.751833, 'x35': 0.822466, 'x36': 0.970776, 'x37': 0.888468, 'x38': 0.569305, 'x39': 0.65264, 'x40': 0.544195, 'x41': 0.724418, 'x42': 0.3625, 'x43': 0.509569, 'x44': 1.0}] as trial 66.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 66 with data: {'uniqueness': (0.154712, None), 'validity': (0.8978, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.040124, 'x2': 0.400695, 'x3': 0.346786, 'x4': 0.307025, 'x5': 0.35396, 'x6': 0.797829, 'x7': 0.500906, 'x8': 0.076112, 'x9': 0.653634, 'x10': 0.624143, 'x11': 0.047137, 'x12': 0.83942, 'x13': 0.759771, 'x14': 0.251824, 'x15': 0.033217, 'x16': 0.189736, 'x17': 0.203226, 'x18': 0.562019, 'x19': 0.815403, 'x20': 0.474783, 'x21': 1.0, 'x22': 0.0, 'x23': 0.740286, 'x24': 0.0, 'x25': 0.504844, 'x26': 0.569999, 'x27': 1.0, 'x28': 0.841627, 'x29': 0.027055, 'x30': 0.735, 'x31': 0.551458, 'x32': 1.0, 'x33': 0.289289, 'x34': 0.757068, 'x35': 0.842027, 'x36': 0.987614, 'x37': 0.737537, 'x38': 0.55027, 'x39': 0.668774, 'x40': 0.655216, 'x41': 0.721928, 'x42': 0.62538, 'x43': 0.579926, 'x44': 1.0}] as trial 67.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 67 with data: {'uniqueness': (0.143417, None), 'validity': (0.8932, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.094248, 'x2': 0.585358, 'x3': 0.334378, 'x4': 0.245981, 'x5': 0.333358, 'x6': 1.0, 'x7': 0.43654, 'x8': 0.131743, 'x9': 0.641636, 'x10': 0.627728, 'x11': 0.069649, 'x12': 0.834584, 'x13': 0.838486, 'x14': 0.3074, 'x15': 0.0, 'x16': 0.222021, 'x17': 0.0, 'x18': 0.53419, 'x19': 0.827502, 'x20': 0.516305, 'x21': 1.0, 'x22': 0.017218, 'x23': 0.738252, 'x24': 0.289302, 'x25': 0.494636, 'x26': 1.0, 'x27': 1.0, 'x28': 0.527044, 'x29': 0.016803, 'x30': 0.706849, 'x31': 0.570447, 'x32': 1.0, 'x33': 0.699082, 'x34': 0.778495, 'x35': 0.791409, 'x36': 0.890698, 'x37': 0.960198, 'x38': 0.584892, 'x39': 0.439057, 'x40': 0.837169, 'x41': 0.413178, 'x42': 0.356544, 'x43': 0.639836, 'x44': 0.97264}] as trial 68.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 68 with data: {'uniqueness': (0.174642, None), 'validity': (0.8589, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.6108, 'x3': 0.350806, 'x4': 0.229411, 'x5': 0.330274, 'x6': 0.746176, 'x7': 0.431862, 'x8': 0.127651, 'x9': 0.656479, 'x10': 0.62368, 'x11': 0.093305, 'x12': 0.836347, 'x13': 0.844264, 'x14': 0.290488, 'x15': 0.0, 'x16': 0.243094, 'x17': 0.0, 'x18': 0.534232, 'x19': 0.848792, 'x20': 0.518327, 'x21': 1.0, 'x22': 0.333435, 'x23': 0.716524, 'x24': 0.248191, 'x25': 0.522217, 'x26': 1.0, 'x27': 1.0, 'x28': 0.511677, 'x29': 0.0, 'x30': 0.690151, 'x31': 0.563752, 'x32': 1.0, 'x33': 0.677757, 'x34': 0.763066, 'x35': 0.842739, 'x36': 1.0, 'x37': 1.0, 'x38': 0.58465, 'x39': 0.562143, 'x40': 0.581467, 'x41': 0.217097, 'x42': 0.456061, 'x43': 0.630147, 'x44': 1.0}] as trial 69.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 69 with data: {'uniqueness': (0.152046, None), 'validity': (0.9017, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.842233, 'x3': 0.334332, 'x4': 0.259678, 'x5': 0.342528, 'x6': 0.571871, 'x7': 0.458944, 'x8': 0.137631, 'x9': 0.646469, 'x10': 0.603652, 'x11': 0.101601, 'x12': 0.829076, 'x13': 0.921256, 'x14': 0.27648, 'x15': 0.0, 'x16': 0.222119, 'x17': 0.0, 'x18': 0.545981, 'x19': 0.835476, 'x20': 0.526515, 'x21': 1.0, 'x22': 0.0, 'x23': 0.725717, 'x24': 0.227235, 'x25': 0.501404, 'x26': 0.942852, 'x27': 1.0, 'x28': 0.498825, 'x29': 0.0, 'x30': 0.713497, 'x31': 0.55154, 'x32': 0.983696, 'x33': 0.828343, 'x34': 0.754137, 'x35': 0.788067, 'x36': 0.902271, 'x37': 0.9535, 'x38': 0.566356, 'x39': 0.493267, 'x40': 0.653365, 'x41': 0.471867, 'x42': 0.455694, 'x43': 0.642643, 'x44': 1.0}] as trial 70.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 70 with data: {'uniqueness': (0.153523, None), 'validity': (0.8813, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.608508, 'x3': 0.354315, 'x4': 0.263271, 'x5': 0.329185, 'x6': 1.0, 'x7': 0.446836, 'x8': 0.095473, 'x9': 0.656999, 'x10': 0.600719, 'x11': 0.101807, 'x12': 0.836218, 'x13': 0.838866, 'x14': 0.283456, 'x15': 0.0, 'x16': 0.203338, 'x17': 0.0, 'x18': 0.541979, 'x19': 0.833578, 'x20': 0.510924, 'x21': 1.0, 'x22': 0.06994, 'x23': 0.722691, 'x24': 0.227654, 'x25': 0.545922, 'x26': 0.90966, 'x27': 1.0, 'x28': 0.650894, 'x29': 0.011844, 'x30': 0.702995, 'x31': 0.560718, 'x32': 1.0, 'x33': 0.77483, 'x34': 0.762148, 'x35': 0.775321, 'x36': 1.0, 'x37': 1.0, 'x38': 0.558496, 'x39': 0.681405, 'x40': 0.723681, 'x41': 0.712118, 'x42': 0.394198, 'x43': 0.694296, 'x44': 1.0}] as trial 71.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 71 with data: {'uniqueness': (0.154173, None), 'validity': (0.8711, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.1994, 'x2': 0.499732, 'x3': 0.316981, 'x4': 0.300524, 'x5': 0.339319, 'x6': 0.753454, 'x7': 0.469166, 'x8': 0.134289, 'x9': 0.646404, 'x10': 0.643151, 'x11': 0.066627, 'x12': 0.826355, 'x13': 0.895032, 'x14': 0.250613, 'x15': 0.0, 'x16': 0.200236, 'x17': 0.0, 'x18': 0.533533, 'x19': 0.817776, 'x20': 0.470741, 'x21': 1.0, 'x22': 0.0, 'x23': 0.714073, 'x24': 0.264205, 'x25': 0.429046, 'x26': 1.0, 'x27': 0.965438, 'x28': 0.370273, 'x29': 0.0, 'x30': 0.720508, 'x31': 0.536513, 'x32': 1.0, 'x33': 0.176811, 'x34': 0.760098, 'x35': 0.829881, 'x36': 0.995494, 'x37': 0.768572, 'x38': 0.57428, 'x39': 0.326203, 'x40': 0.299008, 'x41': 0.221706, 'x42': 0.341263, 'x43': 0.591408, 'x44': 0.464521}] as trial 72.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 72 with data: {'uniqueness': (0.161381, None), 'validity': (0.8923, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.190294, 'x2': 0.637375, 'x3': 0.333204, 'x4': 0.264165, 'x5': 0.354063, 'x6': 0.689254, 'x7': 0.435902, 'x8': 0.130035, 'x9': 0.65631, 'x10': 0.625166, 'x11': 0.045819, 'x12': 0.821608, 'x13': 0.806355, 'x14': 0.228058, 'x15': 0.0, 'x16': 0.219222, 'x17': 0.0, 'x18': 0.558425, 'x19': 0.826389, 'x20': 0.473955, 'x21': 1.0, 'x22': 0.159449, 'x23': 0.725271, 'x24': 0.300229, 'x25': 0.547694, 'x26': 1.0, 'x27': 1.0, 'x28': 0.717479, 'x29': 0.0, 'x30': 0.728475, 'x31': 0.540581, 'x32': 1.0, 'x33': 0.0, 'x34': 0.762587, 'x35': 0.865959, 'x36': 0.788311, 'x37': 0.943555, 'x38': 0.584739, 'x39': 0.302355, 'x40': 0.502572, 'x41': 0.25685, 'x42': 0.828419, 'x43': 0.623952, 'x44': 0.892389}] as trial 73.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 73 with data: {'uniqueness': (0.174903, None), 'validity': (0.8742, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.25702, 'x2': 0.663712, 'x3': 0.324587, 'x4': 0.253261, 'x5': 0.335971, 'x6': 0.614146, 'x7': 0.450461, 'x8': 0.1202, 'x9': 0.654819, 'x10': 0.639935, 'x11': 0.087835, 'x12': 0.821244, 'x13': 0.792731, 'x14': 0.189887, 'x15': 0.027978, 'x16': 0.148483, 'x17': 0.0, 'x18': 0.552885, 'x19': 0.832356, 'x20': 0.504987, 'x21': 1.0, 'x22': 0.02715, 'x23': 0.718492, 'x24': 0.335062, 'x25': 0.509382, 'x26': 1.0, 'x27': 1.0, 'x28': 0.590653, 'x29': 0.0, 'x30': 0.721787, 'x31': 0.527648, 'x32': 1.0, 'x33': 0.358178, 'x34': 0.767215, 'x35': 0.82173, 'x36': 0.719666, 'x37': 0.818949, 'x38': 0.557564, 'x39': 0.316968, 'x40': 0.571654, 'x41': 0.458129, 'x42': 0.526187, 'x43': 0.675608, 'x44': 0.987635}] as trial 74.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 74 with data: {'uniqueness': (0.183726, None), 'validity': (0.8578, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.076472, 'x2': 0.464091, 'x3': 0.305354, 'x4': 0.256543, 'x5': 0.37657, 'x6': 0.501228, 'x7': 0.458649, 'x8': 0.155894, 'x9': 0.643848, 'x10': 0.68717, 'x11': 0.028749, 'x12': 0.829999, 'x13': 0.782066, 'x14': 0.197247, 'x15': 0.108689, 'x16': 0.187757, 'x17': 0.0, 'x18': 0.568608, 'x19': 0.841509, 'x20': 0.491877, 'x21': 1.0, 'x22': 0.0, 'x23': 0.736278, 'x24': 0.311007, 'x25': 0.415659, 'x26': 1.0, 'x27': 1.0, 'x28': 0.30993, 'x29': 0.0, 'x30': 0.743972, 'x31': 0.493097, 'x32': 1.0, 'x33': 0.0, 'x34': 0.755333, 'x35': 0.804407, 'x36': 0.744693, 'x37': 0.774568, 'x38': 0.528184, 'x39': 0.268143, 'x40': 0.566281, 'x41': 0.378705, 'x42': 0.720624, 'x43': 0.671195, 'x44': 1.0}] as trial 75.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 75 with data: {'uniqueness': (0.172308, None), 'validity': (0.8775, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.186322, 'x2': 0.485963, 'x3': 0.316865, 'x4': 0.234058, 'x5': 0.362906, 'x6': 0.490498, 'x7': 0.452299, 'x8': 0.14361, 'x9': 0.63772, 'x10': 0.668043, 'x11': 0.051828, 'x12': 0.828252, 'x13': 0.799914, 'x14': 0.224644, 'x15': 0.052224, 'x16': 0.207811, 'x17': 0.0, 'x18': 0.5519, 'x19': 0.830625, 'x20': 0.497401, 'x21': 1.0, 'x22': 0.0, 'x23': 0.730583, 'x24': 0.325657, 'x25': 0.44178, 'x26': 1.0, 'x27': 1.0, 'x28': 0.678179, 'x29': 0.002734, 'x30': 0.742548, 'x31': 0.513873, 'x32': 1.0, 'x33': 0.063166, 'x34': 0.749393, 'x35': 0.815626, 'x36': 0.988323, 'x37': 0.766874, 'x38': 0.563778, 'x39': 0.366625, 'x40': 0.555312, 'x41': 0.409425, 'x42': 0.382503, 'x43': 0.621774, 'x44': 1.0}] as trial 76.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 76 with data: {'uniqueness': (0.173044, None), 'validity': (0.8651, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.129831, 'x2': 0.509882, 'x3': 0.321309, 'x4': 0.287693, 'x5': 0.360032, 'x6': 0.760343, 'x7': 0.455863, 'x8': 0.115607, 'x9': 0.654099, 'x10': 0.642261, 'x11': 0.090287, 'x12': 0.829148, 'x13': 0.803805, 'x14': 0.209819, 'x15': 0.0, 'x16': 0.140279, 'x17': 0.123141, 'x18': 0.542206, 'x19': 0.82667, 'x20': 0.480628, 'x21': 1.0, 'x22': 0.0, 'x23': 0.717033, 'x24': 0.293464, 'x25': 0.488099, 'x26': 1.0, 'x27': 1.0, 'x28': 0.435294, 'x29': 0.018228, 'x30': 0.734436, 'x31': 0.526193, 'x32': 1.0, 'x33': 0.125927, 'x34': 0.75798, 'x35': 0.797111, 'x36': 0.533546, 'x37': 0.71152, 'x38': 0.565413, 'x39': 0.413092, 'x40': 0.334262, 'x41': 0.366405, 'x42': 0.490125, 'x43': 0.654066, 'x44': 0.670497}] as trial 77.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 77 with data: {'uniqueness': (0.156947, None), 'validity': (0.8831, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.182349, 'x2': 0.519818, 'x3': 0.323151, 'x4': 0.286357, 'x5': 0.360305, 'x6': 0.673412, 'x7': 0.458616, 'x8': 0.131375, 'x9': 0.662557, 'x10': 0.630418, 'x11': 0.079566, 'x12': 0.823072, 'x13': 0.782002, 'x14': 0.194725, 'x15': 0.001099, 'x16': 0.202555, 'x17': 0.0, 'x18': 0.563461, 'x19': 0.834575, 'x20': 0.479516, 'x21': 1.0, 'x22': 0.114284, 'x23': 0.724318, 'x24': 0.299108, 'x25': 0.477732, 'x26': 1.0, 'x27': 1.0, 'x28': 0.201778, 'x29': 0.0, 'x30': 0.729495, 'x31': 0.517413, 'x32': 1.0, 'x33': 0.413437, 'x34': 0.772094, 'x35': 0.827, 'x36': 0.831545, 'x37': 0.826637, 'x38': 0.55079, 'x39': 0.24059, 'x40': 0.617757, 'x41': 0.277111, 'x42': 1.0, 'x43': 0.675916, 'x44': 0.757208}] as trial 78.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 78 with data: {'uniqueness': (0.172975, None), 'validity': (0.8851, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.180959, 'x2': 0.549496, 'x3': 0.321339, 'x4': 0.262503, 'x5': 0.336509, 'x6': 0.729965, 'x7': 0.449634, 'x8': 0.121303, 'x9': 0.656363, 'x10': 0.650919, 'x11': 0.094833, 'x12': 0.827611, 'x13': 0.80082, 'x14': 0.212638, 'x15': 0.477138, 'x16': 0.172587, 'x17': 0.0, 'x18': 0.54094, 'x19': 0.830064, 'x20': 0.47455, 'x21': 1.0, 'x22': 0.126997, 'x23': 0.719995, 'x24': 0.30168, 'x25': 0.49831, 'x26': 0.914037, 'x27': 1.0, 'x28': 0.414466, 'x29': 0.0, 'x30': 0.722313, 'x31': 0.52836, 'x32': 1.0, 'x33': 0.234236, 'x34': 0.761148, 'x35': 0.835019, 'x36': 0.826078, 'x37': 0.797366, 'x38': 0.564096, 'x39': 0.212576, 'x40': 0.655606, 'x41': 0.314359, 'x42': 0.63455, 'x43': 0.664411, 'x44': 0.561668}] as trial 79.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 79 with data: {'uniqueness': (0.169773, None), 'validity': (0.8853, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.092503, 'x2': 0.58963, 'x3': 0.334382, 'x4': 0.177163, 'x5': 0.390193, 'x6': 0.745073, 'x7': 0.478778, 'x8': 0.031921, 'x9': 0.64327, 'x10': 0.630015, 'x11': 0.06804, 'x12': 0.813651, 'x13': 0.641871, 'x14': 0.124837, 'x15': 0.118309, 'x16': 0.374074, 'x17': 0.0, 'x18': 0.411636, 'x19': 0.828425, 'x20': 0.440483, 'x21': 1.0, 'x22': 0.066945, 'x23': 0.699262, 'x24': 0.196492, 'x25': 0.596806, 'x26': 1.0, 'x27': 1.0, 'x28': 0.382443, 'x29': 0.0, 'x30': 1.0, 'x31': 0.586588, 'x32': 0.978828, 'x33': 0.229331, 'x34': 0.742277, 'x35': 0.843556, 'x36': 0.934008, 'x37': 0.713483, 'x38': 0.600654, 'x39': 0.273988, 'x40': 0.642112, 'x41': 0.276317, 'x42': 0.765498, 'x43': 0.682039, 'x44': 0.926787}] as trial 80.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 80 with data: {'uniqueness': (0.120879, None), 'validity': (0.9191, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.179172, 'x2': 0.537822, 'x3': 0.321726, 'x4': 0.239508, 'x5': 0.343065, 'x6': 0.72574, 'x7': 0.46566, 'x8': 0.098675, 'x9': 0.650082, 'x10': 0.644446, 'x11': 0.043343, 'x12': 0.830113, 'x13': 0.792061, 'x14': 0.149738, 'x15': 0.0, 'x16': 0.212349, 'x17': 0.0, 'x18': 0.544915, 'x19': 0.84029, 'x20': 0.464381, 'x21': 1.0, 'x22': 0.023698, 'x23': 0.730835, 'x24': 0.283872, 'x25': 0.462114, 'x26': 1.0, 'x27': 1.0, 'x28': 0.381414, 'x29': 0.0, 'x30': 0.732056, 'x31': 0.524542, 'x32': 0.553228, 'x33': 0.251095, 'x34': 0.760311, 'x35': 0.814037, 'x36': 0.834213, 'x37': 0.80703, 'x38': 0.545117, 'x39': 0.270962, 'x40': 0.548218, 'x41': 0.316306, 'x42': 0.668869, 'x43': 0.702915, 'x44': 1.0}] as trial 81.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 81 with data: {'uniqueness': (0.144491, None), 'validity': (0.8921, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.180767, 'x2': 0.483237, 'x3': 0.32888, 'x4': 0.200431, 'x5': 0.285977, 'x6': 0.720042, 'x7': 0.466664, 'x8': 0.100018, 'x9': 0.637749, 'x10': 0.64004, 'x11': 0.049969, 'x12': 0.828256, 'x13': 0.792379, 'x14': 0.11321, 'x15': 0.0, 'x16': 0.254527, 'x17': 0.0, 'x18': 0.552478, 'x19': 0.840524, 'x20': 0.457001, 'x21': 1.0, 'x22': 0.0, 'x23': 0.7399, 'x24': 0.271384, 'x25': 0.338783, 'x26': 1.0, 'x27': 1.0, 'x28': 0.365608, 'x29': 0.049983, 'x30': 0.726644, 'x31': 0.52673, 'x32': 1.0, 'x33': 0.213958, 'x34': 0.777697, 'x35': 0.899302, 'x36': 0.833184, 'x37': 1.0, 'x38': 0.547726, 'x39': 0.222956, 'x40': 0.565579, 'x41': 0.349312, 'x42': 0.699796, 'x43': 0.701715, 'x44': 1.0}] as trial 82.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 82 with data: {'uniqueness': (0.182779, None), 'validity': (0.8803, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.177659, 'x2': 0.657602, 'x3': 0.316689, 'x4': 0.28771, 'x5': 0.356559, 'x6': 0.756866, 'x7': 0.469555, 'x8': 0.079734, 'x9': 0.617216, 'x10': 0.64801, 'x11': 0.02151, 'x12': 0.831437, 'x13': 0.795003, 'x14': 0.0, 'x15': 0.0, 'x16': 0.133579, 'x17': 0.0, 'x18': 0.550733, 'x19': 0.854017, 'x20': 0.4248, 'x21': 1.0, 'x22': 0.0, 'x23': 0.754211, 'x24': 0.262344, 'x25': 0.609902, 'x26': 1.0, 'x27': 1.0, 'x28': 0.442407, 'x29': 0.099772, 'x30': 0.723586, 'x31': 0.531811, 'x32': 1.0, 'x33': 0.327148, 'x34': 0.749946, 'x35': 0.674172, 'x36': 0.844313, 'x37': 0.509819, 'x38': 0.563177, 'x39': 0.14827, 'x40': 0.446869, 'x41': 0.345824, 'x42': 0.79757, 'x43': 0.830869, 'x44': 1.0}] as trial 83.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 83 with data: {'uniqueness': (0.180641, None), 'validity': (0.8957, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.160301, 'x2': 0.587502, 'x3': 0.309233, 'x4': 0.30272, 'x5': 0.33934, 'x6': 0.803014, 'x7': 0.447251, 'x8': 0.075396, 'x9': 0.622992, 'x10': 0.734334, 'x11': 0.017558, 'x12': 0.831011, 'x13': 0.796408, 'x14': 0.0, 'x15': 0.0, 'x16': 0.053711, 'x17': 0.0, 'x18': 0.560892, 'x19': 0.825934, 'x20': 0.410606, 'x21': 1.0, 'x22': 0.0, 'x23': 0.732343, 'x24': 0.237151, 'x25': 0.411871, 'x26': 1.0, 'x27': 1.0, 'x28': 0.520475, 'x29': 0.083164, 'x30': 0.72707, 'x31': 0.532131, 'x32': 1.0, 'x33': 0.47522, 'x34': 0.735633, 'x35': 0.741666, 'x36': 0.855592, 'x37': 0.712368, 'x38': 0.547203, 'x39': 0.0, 'x40': 0.416543, 'x41': 0.391607, 'x42': 1.0, 'x43': 0.732256, 'x44': 1.0}] as trial 84.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 84 with data: {'uniqueness': (0.166722, None), 'validity': (0.9057, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.199676, 'x2': 0.614027, 'x3': 0.327114, 'x4': 0.241238, 'x5': 0.313763, 'x6': 0.677439, 'x7': 0.473711, 'x8': 0.074556, 'x9': 0.61191, 'x10': 0.628084, 'x11': 0.0, 'x12': 0.828685, 'x13': 0.792861, 'x14': 0.0, 'x15': 0.0, 'x16': 0.322896, 'x17': 0.0, 'x18': 0.561905, 'x19': 0.871266, 'x20': 0.415047, 'x21': 1.0, 'x22': 0.0, 'x23': 0.787064, 'x24': 0.29154, 'x25': 0.581163, 'x26': 0.818518, 'x27': 1.0, 'x28': 0.253586, 'x29': 0.085002, 'x30': 0.732804, 'x31': 0.540522, 'x32': 1.0, 'x33': 0.384124, 'x34': 0.773006, 'x35': 0.779976, 'x36': 0.847259, 'x37': 0.864673, 'x38': 0.586542, 'x39': 0.430647, 'x40': 0.680547, 'x41': 0.015967, 'x42': 0.478298, 'x43': 0.888286, 'x44': 1.0}] as trial 85.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 85 with data: {'uniqueness': (0.200207, None), 'validity': (0.8681, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.24459, 'x2': 0.880037, 'x3': 0.296777, 'x4': 0.308472, 'x5': 0.474719, 'x6': 0.710572, 'x7': 0.513594, 'x8': 0.091423, 'x9': 0.609513, 'x10': 0.652854, 'x11': 0.0, 'x12': 0.828238, 'x13': 0.790794, 'x14': 0.0, 'x15': 0.0, 'x16': 0.255666, 'x17': 0.0, 'x18': 0.542732, 'x19': 0.897898, 'x20': 0.434052, 'x21': 1.0, 'x22': 0.0, 'x23': 0.830691, 'x24': 0.34002, 'x25': 1.0, 'x26': 0.777164, 'x27': 1.0, 'x28': 0.220973, 'x29': 0.102452, 'x30': 0.705079, 'x31': 0.567657, 'x32': 1.0, 'x33': 0.506024, 'x34': 0.756754, 'x35': 0.280516, 'x36': 0.834077, 'x37': 0.0, 'x38': 0.595648, 'x39': 0.367271, 'x40': 0.328658, 'x41': 0.0, 'x42': 0.293578, 'x43': 1.0, 'x44': 1.0}] as trial 86.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 86 with data: {'uniqueness': (0.208546, None), 'validity': (0.8425, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.23115, 'x2': 0.560378, 'x3': 0.32825, 'x4': 0.228929, 'x5': 0.334705, 'x6': 0.652981, 'x7': 0.486587, 'x8': 0.072256, 'x9': 0.601765, 'x10': 0.650482, 'x11': 0.0, 'x12': 0.825963, 'x13': 0.792239, 'x14': 0.0, 'x15': 0.0, 'x16': 0.369302, 'x17': 0.0, 'x18': 0.544283, 'x19': 0.872041, 'x20': 0.443125, 'x21': 1.0, 'x22': 0.0, 'x23': 0.822417, 'x24': 0.341088, 'x25': 0.469346, 'x26': 0.779921, 'x27': 1.0, 'x28': 0.0, 'x29': 0.06657, 'x30': 0.709858, 'x31': 0.56942, 'x32': 1.0, 'x33': 0.577278, 'x34': 0.769001, 'x35': 0.718823, 'x36': 0.839356, 'x37': 1.0, 'x38': 0.596962, 'x39': 0.301378, 'x40': 0.075572, 'x41': 0.0, 'x42': 0.364592, 'x43': 0.864741, 'x44': 1.0}] as trial 87.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 87 with data: {'uniqueness': (0.200585, None), 'validity': (0.855, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.225894, 'x2': 0.682273, 'x3': 0.301165, 'x4': 0.29782, 'x5': 0.36981, 'x6': 0.684174, 'x7': 0.482603, 'x8': 0.096094, 'x9': 0.624641, 'x10': 0.672078, 'x11': 0.0, 'x12': 0.819723, 'x13': 0.801195, 'x14': 0.0, 'x15': 0.0, 'x16': 0.228592, 'x17': 0.0, 'x18': 0.526968, 'x19': 0.876639, 'x20': 0.395191, 'x21': 1.0, 'x22': 0.0, 'x23': 0.752217, 'x24': 0.327494, 'x25': 0.740871, 'x26': 0.769885, 'x27': 1.0, 'x28': 0.10661, 'x29': 0.098558, 'x30': 0.719602, 'x31': 0.570839, 'x32': 1.0, 'x33': 0.284096, 'x34': 0.745003, 'x35': 0.498685, 'x36': 0.828084, 'x37': 0.450438, 'x38': 0.610785, 'x39': 0.40909, 'x40': 0.901861, 'x41': 0.0, 'x42': 0.28196, 'x43': 0.916175, 'x44': 1.0}] as trial 88.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 88 with data: {'uniqueness': (0.190823, None), 'validity': (0.8652, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.217252, 'x2': 0.7334, 'x3': 0.308437, 'x4': 0.313529, 'x5': 0.414776, 'x6': 0.677197, 'x7': 0.482515, 'x8': 0.057686, 'x9': 0.592739, 'x10': 0.624477, 'x11': 0.005924, 'x12': 0.831484, 'x13': 0.783379, 'x14': 0.0, 'x15': 0.0, 'x16': 0.285141, 'x17': 0.0, 'x18': 0.566529, 'x19': 0.889406, 'x20': 0.436182, 'x21': 1.0, 'x22': 0.0, 'x23': 0.844613, 'x24': 0.30654, 'x25': 0.844964, 'x26': 0.804008, 'x27': 1.0, 'x28': 0.55851, 'x29': 0.09242, 'x30': 0.702595, 'x31': 0.534792, 'x32': 1.0, 'x33': 0.664612, 'x34': 0.762656, 'x35': 0.562862, 'x36': 0.838543, 'x37': 0.434132, 'x38': 0.58495, 'x39': 0.457346, 'x40': 0.347994, 'x41': 0.0, 'x42': 0.675221, 'x43': 1.0, 'x44': 1.0}] as trial 89.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 89 with data: {'uniqueness': (0.200189, None), 'validity': (0.8487, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.187566, 'x2': 0.705641, 'x3': 0.330233, 'x4': 0.239356, 'x5': 0.331487, 'x6': 0.676306, 'x7': 0.472697, 'x8': 0.065151, 'x9': 0.621491, 'x10': 0.617415, 'x11': 0.0, 'x12': 0.830026, 'x13': 0.795952, 'x14': 0.005337, 'x15': 0.0, 'x16': 0.304877, 'x17': 0.0, 'x18': 0.55443, 'x19': 0.859178, 'x20': 0.437962, 'x21': 1.0, 'x22': 0.0, 'x23': 0.779428, 'x24': 0.297867, 'x25': 0.625309, 'x26': 0.777426, 'x27': 1.0, 'x28': 0.116195, 'x29': 0.099637, 'x30': 0.740135, 'x31': 0.571702, 'x32': 1.0, 'x33': 0.29594, 'x34': 0.785303, 'x35': 0.70841, 'x36': 0.856741, 'x37': 0.745443, 'x38': 0.589556, 'x39': 0.0, 'x40': 0.411218, 'x41': 0.0, 'x42': 0.232502, 'x43': 0.920735, 'x44': 1.0}] as trial 90.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 90 with data: {'uniqueness': (0.196271, None), 'validity': (0.8743, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.210669, 'x2': 0.79534, 'x3': 0.314142, 'x4': 0.220073, 'x5': 0.375744, 'x6': 0.690223, 'x7': 0.494368, 'x8': 0.074857, 'x9': 0.635547, 'x10': 0.658526, 'x11': 0.0, 'x12': 0.839291, 'x13': 0.79004, 'x14': 0.0, 'x15': 0.0, 'x16': 0.164051, 'x17': 0.0, 'x18': 0.5579, 'x19': 0.867641, 'x20': 0.434288, 'x21': 1.0, 'x22': 0.107543, 'x23': 0.761112, 'x24': 0.287051, 'x25': 0.832355, 'x26': 0.77884, 'x27': 1.0, 'x28': 0.223093, 'x29': 0.12255, 'x30': 0.742294, 'x31': 0.560934, 'x32': 1.0, 'x33': 0.345706, 'x34': 0.750638, 'x35': 0.602845, 'x36': 0.853081, 'x37': 0.423887, 'x38': 0.592086, 'x39': 0.672101, 'x40': 0.086523, 'x41': 0.0, 'x42': 0.380308, 'x43': 1.0, 'x44': 1.0}] as trial 91.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 91 with data: {'uniqueness': (0.189686, None), 'validity': (0.8493, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.212727, 'x2': 0.559827, 'x3': 0.324997, 'x4': 0.263369, 'x5': 0.388361, 'x6': 0.711119, 'x7': 0.470639, 'x8': 0.086781, 'x9': 0.572423, 'x10': 0.636042, 'x11': 0.0, 'x12': 0.828105, 'x13': 0.799991, 'x14': 0.0, 'x15': 0.0, 'x16': 0.450328, 'x17': 0.0, 'x18': 0.545506, 'x19': 0.871376, 'x20': 0.429267, 'x21': 1.0, 'x22': 0.0, 'x23': 0.812906, 'x24': 0.331815, 'x25': 0.420384, 'x26': 0.819859, 'x27': 1.0, 'x28': 0.0, 'x29': 0.062249, 'x30': 0.723325, 'x31': 0.561786, 'x32': 1.0, 'x33': 0.489739, 'x34': 0.769025, 'x35': 0.623916, 'x36': 0.84633, 'x37': 0.897556, 'x38': 0.58452, 'x39': 0.0, 'x40': 0.523799, 'x41': 0.0, 'x42': 0.182735, 'x43': 0.826582, 'x44': 1.0}] as trial 92.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 92 with data: {'uniqueness': (0.189055, None), 'validity': (0.8643, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.141282, 'x2': 0.745364, 'x3': 0.327882, 'x4': 0.291173, 'x5': 0.367163, 'x6': 0.703763, 'x7': 0.472077, 'x8': 0.028127, 'x9': 0.630408, 'x10': 0.591289, 'x11': 0.0, 'x12': 0.806214, 'x13': 0.790853, 'x14': 0.0, 'x15': 0.0, 'x16': 0.316972, 'x17': 0.0, 'x18': 0.581792, 'x19': 0.862186, 'x20': 0.428261, 'x21': 1.0, 'x22': 0.0, 'x23': 0.781687, 'x24': 0.272852, 'x25': 0.57193, 'x26': 0.799648, 'x27': 1.0, 'x28': 0.283043, 'x29': 0.074585, 'x30': 0.735806, 'x31': 0.587236, 'x32': 1.0, 'x33': 0.277927, 'x34': 0.819982, 'x35': 0.64656, 'x36': 0.885395, 'x37': 0.635519, 'x38': 0.57776, 'x39': 0.232445, 'x40': 0.362944, 'x41': 0.0, 'x42': 0.870538, 'x43': 0.848719, 'x44': 1.0}] as trial 93.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 93 with data: {'uniqueness': (0.178588, None), 'validity': (0.8836, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.205289, 'x2': 0.530984, 'x3': 0.323667, 'x4': 0.226239, 'x5': 0.286484, 'x6': 0.699542, 'x7': 0.442594, 'x8': 0.082962, 'x9': 0.629134, 'x10': 0.682931, 'x11': 0.0, 'x12': 0.84013, 'x13': 0.787078, 'x14': 0.0, 'x15': 0.0, 'x16': 0.327938, 'x17': 0.0, 'x18': 0.527415, 'x19': 0.858481, 'x20': 0.431832, 'x21': 1.0, 'x22': 0.0, 'x23': 0.8174, 'x24': 0.299458, 'x25': 0.988521, 'x26': 0.864826, 'x27': 1.0, 'x28': 0.049075, 'x29': 0.082373, 'x30': 0.703095, 'x31': 0.542978, 'x32': 1.0, 'x33': 0.475689, 'x34': 0.737523, 'x35': 0.714103, 'x36': 0.83039, 'x37': 0.929331, 'x38': 0.632847, 'x39': 0.147338, 'x40': 0.466597, 'x41': 0.0, 'x42': 0.291071, 'x43': 0.836588, 'x44': 1.0}] as trial 94.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 94 with data: {'uniqueness': (0.19984, None), 'validity': (0.8767, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.231517, 'x2': 0.440957, 'x3': 0.327979, 'x4': 0.22088, 'x5': 0.180243, 'x6': 0.657142, 'x7': 0.446917, 'x8': 0.095606, 'x9': 0.662321, 'x10': 0.675242, 'x11': 0.0, 'x12': 0.839632, 'x13': 0.788842, 'x14': 0.0, 'x15': 0.0, 'x16': 0.569479, 'x17': 0.0, 'x18': 0.544494, 'x19': 0.850023, 'x20': 0.431973, 'x21': 1.0, 'x22': 0.0, 'x23': 0.787095, 'x24': 0.312985, 'x25': 1.0, 'x26': 0.970303, 'x27': 1.0, 'x28': 0.0, 'x29': 0.109108, 'x30': 0.712685, 'x31': 0.536352, 'x32': 1.0, 'x33': 0.814792, 'x34': 0.747746, 'x35': 0.976127, 'x36': 0.826549, 'x37': 1.0, 'x38': 0.623385, 'x39': 0.283488, 'x40': 0.453853, 'x41': 0.0, 'x42': 0.127237, 'x43': 0.880376, 'x44': 1.0}] as trial 95.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 95 with data: {'uniqueness': (0.201399, None), 'validity': (0.8148, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.188305, 'x2': 0.611878, 'x3': 0.311363, 'x4': 0.216928, 'x5': 0.308529, 'x6': 0.701366, 'x7': 0.438745, 'x8': 0.098784, 'x9': 0.604825, 'x10': 0.695218, 'x11': 0.020539, 'x12': 0.844341, 'x13': 0.787597, 'x14': 0.0, 'x15': 0.0, 'x16': 0.15579, 'x17': 0.0, 'x18': 0.523103, 'x19': 0.888029, 'x20': 0.440723, 'x21': 1.0, 'x22': 0.0, 'x23': 0.861854, 'x24': 0.303304, 'x25': 1.0, 'x26': 0.892846, 'x27': 1.0, 'x28': 0.049963, 'x29': 0.032024, 'x30': 0.704544, 'x31': 0.550091, 'x32': 1.0, 'x33': 0.226095, 'x34': 0.723886, 'x35': 0.52165, 'x36': 0.828775, 'x37': 1.0, 'x38': 0.632891, 'x39': 0.179986, 'x40': 0.448162, 'x41': 0.0, 'x42': 0.280638, 'x43': 0.856579, 'x44': 1.0}] as trial 96.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 96 with data: {'uniqueness': (0.199013, None), 'validity': (0.8713, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.159376, 'x2': 0.589057, 'x3': 0.316892, 'x4': 0.243917, 'x5': 0.358293, 'x6': 0.690692, 'x7': 0.444276, 'x8': 0.097252, 'x9': 0.623628, 'x10': 0.679798, 'x11': 0.004105, 'x12': 0.843667, 'x13': 0.792865, 'x14': 0.0, 'x15': 0.0, 'x16': 0.215794, 'x17': 0.0, 'x18': 0.518906, 'x19': 0.863496, 'x20': 0.434745, 'x21': 1.0, 'x22': 0.0, 'x23': 0.803018, 'x24': 0.300665, 'x25': 1.0, 'x26': 0.71184, 'x27': 0.469082, 'x28': 0.175719, 'x29': 0.052659, 'x30': 0.709175, 'x31': 0.540989, 'x32': 1.0, 'x33': 0.338833, 'x34': 0.729813, 'x35': 0.588375, 'x36': 0.831762, 'x37': 1.0, 'x38': 0.635757, 'x39': 0.177928, 'x40': 0.457207, 'x41': 0.0, 'x42': 0.282614, 'x43': 0.798168, 'x44': 1.0}] as trial 97.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 97 with data: {'uniqueness': (0.182296, None), 'validity': (0.8947, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.15397, 'x2': 0.587878, 'x3': 0.314378, 'x4': 0.259027, 'x5': 0.371602, 'x6': 0.680148, 'x7': 0.469433, 'x8': 0.089418, 'x9': 0.630739, 'x10': 0.674735, 'x11': 0.0, 'x12': 0.841393, 'x13': 0.78949, 'x14': 0.0, 'x15': 0.0, 'x16': 0.228956, 'x17': 0.0, 'x18': 0.522874, 'x19': 0.861057, 'x20': 0.434541, 'x21': 1.0, 'x22': 0.0, 'x23': 0.807456, 'x24': 0.304265, 'x25': 1.0, 'x26': 0.97929, 'x27': 1.0, 'x28': 0.26321, 'x29': 0.051693, 'x30': 0.707199, 'x31': 0.550929, 'x32': 1.0, 'x33': 0.358154, 'x34': 0.720395, 'x35': 0.591352, 'x36': 0.833328, 'x37': 1.0, 'x38': 0.634699, 'x39': 0.094575, 'x40': 0.450802, 'x41': 0.0, 'x42': 0.251048, 'x43': 0.788109, 'x44': 1.0}] as trial 98.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 98 with data: {'uniqueness': (0.184551, None), 'validity': (0.8881, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.215148, 'x2': 0.601505, 'x3': 0.322984, 'x4': 0.209299, 'x5': 0.310789, 'x6': 0.751132, 'x7': 0.373585, 'x8': 0.086812, 'x9': 0.600183, 'x10': 0.686495, 'x11': 0.014752, 'x12': 0.842836, 'x13': 0.793262, 'x14': 0.0, 'x15': 0.0, 'x16': 0.22402, 'x17': 0.0, 'x18': 0.553669, 'x19': 0.883694, 'x20': 0.458079, 'x21': 1.0, 'x22': 0.0, 'x23': 0.819982, 'x24': 0.27477, 'x25': 1.0, 'x26': 0.519126, 'x27': 1.0, 'x28': 0.0, 'x29': 0.056448, 'x30': 0.717389, 'x31': 0.522721, 'x32': 1.0, 'x33': 0.293905, 'x34': 0.735202, 'x35': 0.586369, 'x36': 0.832245, 'x37': 0.770049, 'x38': 0.612986, 'x39': 0.259651, 'x40': 0.458946, 'x41': 0.0, 'x42': 0.425812, 'x43': 0.826179, 'x44': 1.0}] as trial 99.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 99 with data: {'uniqueness': (0.193383, None), 'validity': (0.8796, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.212196, 'x2': 0.603936, 'x3': 0.321142, 'x4': 0.211411, 'x5': 0.348613, 'x6': 0.694173, 'x7': 0.500565, 'x8': 0.085343, 'x9': 0.589477, 'x10': 0.686083, 'x11': 0.041879, 'x12': 0.83935, 'x13': 0.791413, 'x14': 0.0, 'x15': 0.0, 'x16': 0.156715, 'x17': 0.0, 'x18': 0.524248, 'x19': 0.867854, 'x20': 0.432927, 'x21': 1.0, 'x22': 0.0, 'x23': 0.873074, 'x24': 0.30029, 'x25': 1.0, 'x26': 0.77013, 'x27': 1.0, 'x28': 0.0, 'x29': 0.133695, 'x30': 0.712205, 'x31': 0.552481, 'x32': 1.0, 'x33': 0.37846, 'x34': 0.762054, 'x35': 0.590396, 'x36': 0.833829, 'x37': 0.481515, 'x38': 0.588007, 'x39': 0.29164, 'x40': 0.492133, 'x41': 0.0, 'x42': 0.366265, 'x43': 0.849138, 'x44': 1.0}] as trial 100.\n",
      "[INFO 11-19 00:48:34] ax.service.ax_client: Completed trial 100 with data: {'uniqueness': (0.202781, None), 'validity': (0.863, None)}.\n",
      "[INFO 11-19 00:48:34] ax.core.experiment: Attached custom parameterizations [{'x1': 0.197442, 'x2': 0.601464, 'x3': 0.320746, 'x4': 0.226074, 'x5': 0.322441, 'x6': 0.709527, 'x7': 0.44323, 'x8': 0.060832, 'x9': 0.602093, 'x10': 0.664816, 'x11': 0.018414, 'x12': 0.837003, 'x13': 0.793557, 'x14': 0.0, 'x15': 0.0, 'x16': 0.20555, 'x17': 0.814013, 'x18': 0.531363, 'x19': 0.866817, 'x20': 0.437241, 'x21': 1.0, 'x22': 0.0, 'x23': 0.825277, 'x24': 0.319434, 'x25': 1.0, 'x26': 0.772883, 'x27': 1.0, 'x28': 0.0, 'x29': 0.082453, 'x30': 0.713989, 'x31': 0.544712, 'x32': 1.0, 'x33': 0.309654, 'x34': 0.746259, 'x35': 0.620839, 'x36': 0.842857, 'x37': 0.951058, 'x38': 0.628181, 'x39': 0.264904, 'x40': 0.477722, 'x41': 0.0, 'x42': 0.383022, 'x43': 0.820386, 'x44': 1.0}] as trial 101.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 101 with data: {'uniqueness': (0.194087, None), 'validity': (0.8862, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.178387, 'x2': 0.628351, 'x3': 0.313429, 'x4': 0.297776, 'x5': 0.339426, 'x6': 0.698169, 'x7': 0.444275, 'x8': 0.081049, 'x9': 0.598655, 'x10': 0.71044, 'x11': 0.106968, 'x12': 0.845794, 'x13': 0.795331, 'x14': 0.0, 'x15': 0.0, 'x16': 0.184962, 'x17': 0.778705, 'x18': 0.516725, 'x19': 1.0, 'x20': 0.426156, 'x21': 1.0, 'x22': 0.0, 'x23': 0.831697, 'x24': 0.276996, 'x25': 1.0, 'x26': 0.736851, 'x27': 1.0, 'x28': 0.0, 'x29': 0.089319, 'x30': 0.721704, 'x31': 0.543161, 'x32': 1.0, 'x33': 0.350823, 'x34': 0.734423, 'x35': 0.606986, 'x36': 0.836854, 'x37': 0.422614, 'x38': 0.640456, 'x39': 0.203199, 'x40': 0.420388, 'x41': 0.0, 'x42': 0.246553, 'x43': 0.843817, 'x44': 1.0}] as trial 102.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 102 with data: {'uniqueness': (0.180174, None), 'validity': (0.8847, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.196094, 'x2': 0.630515, 'x3': 0.326864, 'x4': 0.196777, 'x5': 0.295296, 'x6': 0.714588, 'x7': 0.422547, 'x8': 0.082283, 'x9': 0.59564, 'x10': 0.638657, 'x11': 0.0, 'x12': 0.832569, 'x13': 0.784311, 'x14': 0.0, 'x15': 0.0, 'x16': 0.202752, 'x17': 0.049921, 'x18': 0.562117, 'x19': 0.758218, 'x20': 0.438938, 'x21': 1.0, 'x22': 0.0, 'x23': 0.822721, 'x24': 0.318041, 'x25': 1.0, 'x26': 0.854109, 'x27': 1.0, 'x28': 0.0, 'x29': 0.093892, 'x30': 0.692503, 'x31': 0.535901, 'x32': 1.0, 'x33': 0.274506, 'x34': 0.745585, 'x35': 0.589566, 'x36': 0.835402, 'x37': 1.0, 'x38': 0.601509, 'x39': 0.28963, 'x40': 0.495516, 'x41': 0.0, 'x42': 0.394614, 'x43': 0.81799, 'x44': 1.0}] as trial 103.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 103 with data: {'uniqueness': (0.188432, None), 'validity': (0.8921, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.211809, 'x2': 0.634811, 'x3': 0.316702, 'x4': 0.153173, 'x5': 0.261531, 'x6': 0.684997, 'x7': 0.440319, 'x8': 0.052775, 'x9': 0.582481, 'x10': 0.675889, 'x11': 0.0, 'x12': 0.844175, 'x13': 0.795122, 'x14': 0.0, 'x15': 0.0, 'x16': 0.254294, 'x17': 0.0, 'x18': 0.493857, 'x19': 0.838883, 'x20': 0.448313, 'x21': 1.0, 'x22': 0.0, 'x23': 0.821175, 'x24': 0.310815, 'x25': 1.0, 'x26': 1.0, 'x27': 1.0, 'x28': 0.0, 'x29': 0.091105, 'x30': 0.707327, 'x31': 0.564822, 'x32': 1.0, 'x33': 0.217587, 'x34': 0.725742, 'x35': 0.591994, 'x36': 0.823383, 'x37': 1.0, 'x38': 0.593119, 'x39': 0.281448, 'x40': 0.503141, 'x41': 0.0, 'x42': 1.0, 'x43': 0.825714, 'x44': 1.0}] as trial 104.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 104 with data: {'uniqueness': (0.208702, None), 'validity': (0.8711, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.185326, 'x2': 0.57755, 'x3': 0.31518, 'x4': 0.169488, 'x5': 0.315988, 'x6': 0.702242, 'x7': 0.425378, 'x8': 0.02044, 'x9': 0.592751, 'x10': 0.703619, 'x11': 0.0, 'x12': 0.843019, 'x13': 0.793717, 'x14': 0.0, 'x15': 0.0, 'x16': 0.230124, 'x17': 0.0, 'x18': 0.447745, 'x19': 0.818342, 'x20': 0.469547, 'x21': 1.0, 'x22': 0.0, 'x23': 0.801224, 'x24': 0.329841, 'x25': 1.0, 'x26': 1.0, 'x27': 1.0, 'x28': 0.0, 'x29': 0.083495, 'x30': 0.696332, 'x31': 0.595903, 'x32': 1.0, 'x33': 0.300225, 'x34': 0.737384, 'x35': 0.628397, 'x36': 0.848406, 'x37': 0.99982, 'x38': 0.596257, 'x39': 0.298622, 'x40': 0.524522, 'x41': 0.0, 'x42': 0.637599, 'x43': 0.744842, 'x44': 1.0}] as trial 105.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 105 with data: {'uniqueness': (0.182609, None), 'validity': (0.897, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.215523, 'x2': 0.582403, 'x3': 0.337445, 'x4': 0.173573, 'x5': 0.309474, 'x6': 0.726577, 'x7': 0.476059, 'x8': 0.064038, 'x9': 0.588486, 'x10': 0.625396, 'x11': 0.0, 'x12': 0.837203, 'x13': 0.781264, 'x14': 0.0, 'x15': 0.0, 'x16': 0.20616, 'x17': 0.0, 'x18': 0.539089, 'x19': 0.847896, 'x20': 0.455046, 'x21': 1.0, 'x22': 0.0, 'x23': 0.817161, 'x24': 0.296478, 'x25': 1.0, 'x26': 1.0, 'x27': 1.0, 'x28': 0.0, 'x29': 0.085742, 'x30': 0.692229, 'x31': 0.550597, 'x32': 1.0, 'x33': 0.27779, 'x34': 0.737516, 'x35': 0.60843, 'x36': 0.854545, 'x37': 1.0, 'x38': 0.648575, 'x39': 0.0, 'x40': 0.533225, 'x41': 0.0, 'x42': 0.610264, 'x43': 0.791538, 'x44': 1.0}] as trial 106.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 106 with data: {'uniqueness': (0.199135, None), 'validity': (0.8783, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.22425, 'x2': 0.580389, 'x3': 0.315728, 'x4': 0.22476, 'x5': 0.339097, 'x6': 0.691512, 'x7': 0.477237, 'x8': 0.028912, 'x9': 0.607549, 'x10': 0.639391, 'x11': 0.0, 'x12': 0.842761, 'x13': 0.794532, 'x14': 0.0, 'x15': 0.0, 'x16': 0.168747, 'x17': 0.0, 'x18': 0.507963, 'x19': 0.813605, 'x20': 0.459982, 'x21': 1.0, 'x22': 0.0, 'x23': 0.814214, 'x24': 0.286133, 'x25': 1.0, 'x26': 0.276987, 'x27': 1.0, 'x28': 0.0, 'x29': 0.076849, 'x30': 0.716938, 'x31': 0.551868, 'x32': 1.0, 'x33': 1.0, 'x34': 0.741907, 'x35': 0.538834, 'x36': 0.854772, 'x37': 1.0, 'x38': 0.631402, 'x39': 0.181234, 'x40': 0.509174, 'x41': 0.0, 'x42': 0.636827, 'x43': 0.782218, 'x44': 1.0}] as trial 107.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 107 with data: {'uniqueness': (0.194389, None), 'validity': (0.7557, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.173717, 'x2': 1.0, 'x3': 0.322836, 'x4': 0.126965, 'x5': 0.010379, 'x6': 0.495721, 'x7': 0.387359, 'x8': 0.1208, 'x9': 0.612564, 'x10': 0.660079, 'x11': 0.0, 'x12': 0.835934, 'x13': 0.786877, 'x14': 0.023559, 'x15': 0.0, 'x16': 0.315227, 'x17': 0.0, 'x18': 0.528988, 'x19': 0.867853, 'x20': 0.490267, 'x21': 1.0, 'x22': 0.0, 'x23': 0.906208, 'x24': 0.33527, 'x25': 1.0, 'x26': 0.942811, 'x27': 1.0, 'x28': 0.074779, 'x29': 0.080037, 'x30': 0.701051, 'x31': 0.549155, 'x32': 1.0, 'x33': 0.618778, 'x34': 0.77772, 'x35': 0.745063, 'x36': 0.933158, 'x37': 0.390409, 'x38': 0.620369, 'x39': 0.35826, 'x40': 0.588309, 'x41': 0.007967, 'x42': 1.0, 'x43': 0.90304, 'x44': 0.878516}] as trial 108.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 108 with data: {'uniqueness': (0.246709, None), 'validity': (0.79, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.271474, 'x2': 0.79911, 'x3': 0.311601, 'x4': 0.169081, 'x5': 0.034247, 'x6': 0.810325, 'x7': 0.443827, 'x8': 0.094056, 'x9': 0.562928, 'x10': 0.721992, 'x11': 0.0, 'x12': 0.846302, 'x13': 0.630501, 'x14': 0.0, 'x15': 0.0, 'x16': 0.286365, 'x17': 0.0, 'x18': 0.517492, 'x19': 0.877271, 'x20': 0.503643, 'x21': 1.0, 'x22': 0.0, 'x23': 0.872397, 'x24': 0.330266, 'x25': 1.0, 'x26': 0.765129, 'x27': 1.0, 'x28': 0.0, 'x29': 0.064822, 'x30': 0.694656, 'x31': 0.555805, 'x32': 1.0, 'x33': 0.270072, 'x34': 0.710952, 'x35': 0.610806, 'x36': 0.906763, 'x37': 0.560131, 'x38': 0.890761, 'x39': 0.098633, 'x40': 0.464172, 'x41': 0.137584, 'x42': 1.0, 'x43': 0.862575, 'x44': 1.0}] as trial 109.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 109 with data: {'uniqueness': (0.207065, None), 'validity': (0.8408, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.241491, 'x2': 0.689916, 'x3': 0.308472, 'x4': 0.162932, 'x5': 0.0, 'x6': 0.7744, 'x7': 0.414059, 'x8': 0.068058, 'x9': 0.561088, 'x10': 0.645572, 'x11': 0.0, 'x12': 0.843595, 'x13': 0.811785, 'x14': 0.0, 'x15': 0.0, 'x16': 0.204943, 'x17': 0.0, 'x18': 0.524864, 'x19': 0.874754, 'x20': 0.525449, 'x21': 1.0, 'x22': 0.0, 'x23': 0.875866, 'x24': 0.333877, 'x25': 1.0, 'x26': 0.762481, 'x27': 1.0, 'x28': 0.0, 'x29': 0.072534, 'x30': 0.674189, 'x31': 0.547668, 'x32': 1.0, 'x33': 0.311587, 'x34': 0.696857, 'x35': 0.571655, 'x36': 0.906904, 'x37': 0.351689, 'x38': 0.624807, 'x39': 0.126811, 'x40': 0.443185, 'x41': 0.148913, 'x42': 1.0, 'x43': 0.863742, 'x44': 0.986588}] as trial 110.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 110 with data: {'uniqueness': (0.22687, None), 'validity': (0.8344, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.281315, 'x2': 0.990592, 'x3': 0.29801, 'x4': 0.107645, 'x5': 0.206681, 'x6': 0.845719, 'x7': 0.416018, 'x8': 0.150164, 'x9': 0.559205, 'x10': 0.671835, 'x11': 0.0, 'x12': 0.844371, 'x13': 0.803341, 'x14': 0.0, 'x15': 0.0, 'x16': 0.300575, 'x17': 0.0, 'x18': 0.521241, 'x19': 0.887525, 'x20': 0.499314, 'x21': 1.0, 'x22': 0.0, 'x23': 0.888979, 'x24': 0.341115, 'x25': 1.0, 'x26': 0.789509, 'x27': 1.0, 'x28': 0.0, 'x29': 0.109821, 'x30': 0.685606, 'x31': 0.549374, 'x32': 1.0, 'x33': 0.294941, 'x34': 0.714, 'x35': 0.731242, 'x36': 0.986287, 'x37': 0.83945, 'x38': 0.645461, 'x39': 0.068817, 'x40': 0.49437, 'x41': 0.119173, 'x42': 1.0, 'x43': 0.864232, 'x44': 0.817801}] as trial 111.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 111 with data: {'uniqueness': (0.22364, None), 'validity': (0.8308, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.187034, 'x2': 0.812169, 'x3': 0.331138, 'x4': 0.212941, 'x5': 0.175325, 'x6': 0.760083, 'x7': 0.395575, 'x8': 0.024506, 'x9': 0.573574, 'x10': 0.651825, 'x11': 0.0, 'x12': 0.837743, 'x13': 0.784294, 'x14': 0.0, 'x15': 0.0, 'x16': 0.196456, 'x17': 0.0, 'x18': 0.546192, 'x19': 0.845827, 'x20': 0.504439, 'x21': 1.0, 'x22': 0.0, 'x23': 0.83324, 'x24': 0.318624, 'x25': 1.0, 'x26': 0.829747, 'x27': 1.0, 'x28': 0.040712, 'x29': 0.063323, 'x30': 0.701514, 'x31': 0.540602, 'x32': 1.0, 'x33': 0.313442, 'x34': 0.70667, 'x35': 0.690028, 'x36': 1.0, 'x37': 0.629101, 'x38': 0.622965, 'x39': 0.30376, 'x40': 0.54645, 'x41': 0.063892, 'x42': 0.930166, 'x43': 0.737865, 'x44': 1.0}] as trial 112.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 112 with data: {'uniqueness': (0.186686, None), 'validity': (0.8833, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.272444, 'x2': 0.678147, 'x3': 0.296749, 'x4': 0.085045, 'x5': 0.123126, 'x6': 0.804174, 'x7': 0.409935, 'x8': 0.158559, 'x9': 0.575519, 'x10': 0.667701, 'x11': 0.0, 'x12': 0.83863, 'x13': 0.80954, 'x14': 0.0, 'x15': 0.0, 'x16': 0.29799, 'x17': 0.0, 'x18': 0.503438, 'x19': 0.86891, 'x20': 0.475737, 'x21': 1.0, 'x22': 0.0, 'x23': 0.902346, 'x24': 0.344226, 'x25': 1.0, 'x26': 0.756145, 'x27': 1.0, 'x28': 0.335019, 'x29': 0.108669, 'x30': 0.671832, 'x31': 0.567747, 'x32': 1.0, 'x33': 0.258649, 'x34': 0.767288, 'x35': 0.653857, 'x36': 0.766141, 'x37': 0.569447, 'x38': 0.667708, 'x39': 0.0, 'x40': 0.4397, 'x41': 0.027116, 'x42': 1.0, 'x43': 0.932572, 'x44': 0.881518}] as trial 113.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 113 with data: {'uniqueness': (0.230017, None), 'validity': (0.8182, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.216718, 'x2': 0.666037, 'x3': 0.296439, 'x4': 0.151638, 'x5': 0.211545, 'x6': 0.625167, 'x7': 0.415454, 'x8': 0.125521, 'x9': 0.569743, 'x10': 0.646893, 'x11': 0.0, 'x12': 0.844795, 'x13': 0.784885, 'x14': 0.0, 'x15': 0.0, 'x16': 0.275346, 'x17': 0.0, 'x18': 0.507624, 'x19': 0.859067, 'x20': 0.535917, 'x21': 1.0, 'x22': 0.0, 'x23': 0.862728, 'x24': 0.319145, 'x25': 1.0, 'x26': 0.75488, 'x27': 1.0, 'x28': 0.0, 'x29': 0.114395, 'x30': 0.689232, 'x31': 0.56195, 'x32': 1.0, 'x33': 0.242375, 'x34': 0.704553, 'x35': 0.657802, 'x36': 0.84935, 'x37': 0.705297, 'x38': 0.625541, 'x39': 0.11478, 'x40': 0.461692, 'x41': 0.2446, 'x42': 1.0, 'x43': 0.858341, 'x44': 0.796998}] as trial 114.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 114 with data: {'uniqueness': (0.221446, None), 'validity': (0.8449, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.219099, 'x2': 0.712519, 'x3': 0.310114, 'x4': 0.159405, 'x5': 0.128892, 'x6': 0.729155, 'x7': 0.419956, 'x8': 0.1237, 'x9': 0.569389, 'x10': 0.664456, 'x11': 0.0, 'x12': 0.847629, 'x13': 0.790501, 'x14': 0.0, 'x15': 0.0, 'x16': 0.233169, 'x17': 0.0, 'x18': 0.512445, 'x19': 0.874672, 'x20': 0.538831, 'x21': 1.0, 'x22': 0.0, 'x23': 0.85132, 'x24': 0.316327, 'x25': 1.0, 'x26': 0.840532, 'x27': 1.0, 'x28': 0.595285, 'x29': 0.121002, 'x30': 0.701347, 'x31': 0.557969, 'x32': 1.0, 'x33': 0.316795, 'x34': 0.749379, 'x35': 0.655168, 'x36': 0.856257, 'x37': 0.860508, 'x38': 0.60596, 'x39': 0.213599, 'x40': 0.442013, 'x41': 0.0, 'x42': 0.620641, 'x43': 0.827362, 'x44': 0.679415}] as trial 115.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 115 with data: {'uniqueness': (0.23477, None), 'validity': (0.8191, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.273123, 'x2': 0.687527, 'x3': 0.306295, 'x4': 0.109407, 'x5': 0.151509, 'x6': 0.710624, 'x7': 0.370729, 'x8': 0.120152, 'x9': 0.578117, 'x10': 0.627365, 'x11': 0.0, 'x12': 0.853304, 'x13': 0.589298, 'x14': 0.0, 'x15': 0.0, 'x16': 0.299475, 'x17': 0.086759, 'x18': 0.497334, 'x19': 0.864289, 'x20': 0.532522, 'x21': 1.0, 'x22': 0.0, 'x23': 0.912941, 'x24': 0.343845, 'x25': 1.0, 'x26': 0.709951, 'x27': 1.0, 'x28': 0.0, 'x29': 0.052058, 'x30': 0.70861, 'x31': 0.580198, 'x32': 1.0, 'x33': 0.213966, 'x34': 0.712801, 'x35': 0.78723, 'x36': 0.859711, 'x37': 0.299275, 'x38': 0.486345, 'x39': 0.0, 'x40': 0.541682, 'x41': 0.115445, 'x42': 1.0, 'x43': 0.962823, 'x44': 1.0}] as trial 116.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 116 with data: {'uniqueness': (0.199071, None), 'validity': (0.8394, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.285934, 'x2': 0.746084, 'x3': 0.319819, 'x4': 0.130625, 'x5': 0.128704, 'x6': 0.779137, 'x7': 0.432575, 'x8': 0.120622, 'x9': 0.583139, 'x10': 0.652416, 'x11': 0.0, 'x12': 0.840899, 'x13': 0.812664, 'x14': 0.0, 'x15': 0.0, 'x16': 0.360061, 'x17': 0.031846, 'x18': 0.501238, 'x19': 0.858786, 'x20': 0.564873, 'x21': 1.0, 'x22': 0.0, 'x23': 0.922391, 'x24': 0.326034, 'x25': 1.0, 'x26': 0.712301, 'x27': 1.0, 'x28': 0.0, 'x29': 0.029053, 'x30': 0.714018, 'x31': 0.557674, 'x32': 1.0, 'x33': 0.220764, 'x34': 0.740675, 'x35': 0.825807, 'x36': 0.856323, 'x37': 0.166034, 'x38': 0.771559, 'x39': 0.013866, 'x40': 0.598655, 'x41': 0.119601, 'x42': 1.0, 'x43': 0.970555, 'x44': 1.0}] as trial 117.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 117 with data: {'uniqueness': (0.245208, None), 'validity': (0.8034, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.257182, 'x2': 0.719814, 'x3': 0.297078, 'x4': 0.117252, 'x5': 0.140053, 'x6': 0.669379, 'x7': 0.401188, 'x8': 0.139465, 'x9': 0.559105, 'x10': 0.664211, 'x11': 0.0, 'x12': 0.847068, 'x13': 0.804513, 'x14': 0.009539, 'x15': 0.0, 'x16': 0.157535, 'x17': 0.0, 'x18': 0.498368, 'x19': 0.873482, 'x20': 0.412266, 'x21': 1.0, 'x22': 0.0, 'x23': 0.895188, 'x24': 0.304415, 'x25': 1.0, 'x26': 0.704555, 'x27': 1.0, 'x28': 0.0, 'x29': 0.107176, 'x30': 0.723995, 'x31': 0.561412, 'x32': 1.0, 'x33': 0.200299, 'x34': 0.689617, 'x35': 0.740884, 'x36': 0.866674, 'x37': 0.547429, 'x38': 0.862772, 'x39': 0.0, 'x40': 0.398037, 'x41': 0.124933, 'x42': 1.0, 'x43': 0.891534, 'x44': 1.0}] as trial 118.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 118 with data: {'uniqueness': (0.226624, None), 'validity': (0.8481, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.222684, 'x2': 0.701879, 'x3': 0.288634, 'x4': 0.117656, 'x5': 0.194831, 'x6': 0.722601, 'x7': 0.39546, 'x8': 0.147069, 'x9': 0.589689, 'x10': 0.671022, 'x11': 0.0, 'x12': 0.850814, 'x13': 0.798436, 'x14': 0.030858, 'x15': 0.0, 'x16': 0.184945, 'x17': 0.0, 'x18': 0.505275, 'x19': 0.871799, 'x20': 0.515836, 'x21': 1.0, 'x22': 0.0, 'x23': 0.880306, 'x24': 0.300631, 'x25': 1.0, 'x26': 0.806178, 'x27': 1.0, 'x28': 0.0, 'x29': 0.112671, 'x30': 0.732547, 'x31': 0.557848, 'x32': 1.0, 'x33': 0.272111, 'x34': 0.718065, 'x35': 0.625404, 'x36': 0.863908, 'x37': 0.635891, 'x38': 1.0, 'x39': 0.0, 'x40': 0.414963, 'x41': 0.103008, 'x42': 1.0, 'x43': 0.89909, 'x44': 1.0}] as trial 119.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 119 with data: {'uniqueness': (0.211969, None), 'validity': (0.8539, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.260386, 'x2': 0.760825, 'x3': 0.298735, 'x4': 0.125117, 'x5': 0.18538, 'x6': 0.778446, 'x7': 0.365839, 'x8': 0.120802, 'x9': 0.575927, 'x10': 0.653509, 'x11': 0.0, 'x12': 0.846511, 'x13': 0.796609, 'x14': 0.0, 'x15': 0.0, 'x16': 0.207238, 'x17': 0.0, 'x18': 0.499899, 'x19': 0.879038, 'x20': 0.455256, 'x21': 1.0, 'x22': 0.0, 'x23': 0.911709, 'x24': 0.332844, 'x25': 1.0, 'x26': 0.771211, 'x27': 1.0, 'x28': 0.0, 'x29': 0.134528, 'x30': 0.733379, 'x31': 0.568304, 'x32': 1.0, 'x33': 0.304434, 'x34': 0.660915, 'x35': 0.631146, 'x36': 0.851432, 'x37': 0.405991, 'x38': 0.660662, 'x39': 0.0, 'x40': 0.376521, 'x41': 0.188213, 'x42': 1.0, 'x43': 0.958463, 'x44': 1.0}] as trial 120.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 120 with data: {'uniqueness': (0.207274, None), 'validity': (0.8496, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.248793, 'x2': 0.643735, 'x3': 0.301395, 'x4': 0.1045, 'x5': 0.120285, 'x6': 0.650208, 'x7': 0.443672, 'x8': 0.171927, 'x9': 0.575203, 'x10': 0.672048, 'x11': 0.0, 'x12': 0.843196, 'x13': 0.800935, 'x14': 0.021257, 'x15': 0.0, 'x16': 0.194484, 'x17': 0.0, 'x18': 0.512393, 'x19': 0.863983, 'x20': 0.498699, 'x21': 1.0, 'x22': 0.0, 'x23': 0.870031, 'x24': 0.274008, 'x25': 1.0, 'x26': 0.728595, 'x27': 1.0, 'x28': 0.0, 'x29': 0.084365, 'x30': 0.6609, 'x31': 0.56148, 'x32': 1.0, 'x33': 0.148211, 'x34': 0.763481, 'x35': 0.712761, 'x36': 0.881687, 'x37': 0.835322, 'x38': 0.639311, 'x39': 0.0, 'x40': 0.509602, 'x41': 0.0, 'x42': 1.0, 'x43': 0.842477, 'x44': 1.0}] as trial 121.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 121 with data: {'uniqueness': (0.234688, None), 'validity': (0.8245, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.200426, 'x2': 0.724451, 'x3': 0.313278, 'x4': 0.156582, 'x5': 0.225445, 'x6': 0.68128, 'x7': 0.439859, 'x8': 0.132032, 'x9': 0.567025, 'x10': 0.65887, 'x11': 0.0, 'x12': 0.850631, 'x13': 0.802279, 'x14': 0.02861, 'x15': 0.0, 'x16': 0.194063, 'x17': 0.0, 'x18': 0.512605, 'x19': 0.843894, 'x20': 0.424265, 'x21': 1.0, 'x22': 0.0, 'x23': 0.861403, 'x24': 0.274949, 'x25': 1.0, 'x26': 0.809857, 'x27': 1.0, 'x28': 0.079615, 'x29': 0.057338, 'x30': 0.652507, 'x31': 0.561057, 'x32': 1.0, 'x33': 0.309706, 'x34': 0.717631, 'x35': 0.66356, 'x36': 0.869508, 'x37': 0.375882, 'x38': 0.756866, 'x39': 0.152347, 'x40': 0.398867, 'x41': 0.126449, 'x42': 1.0, 'x43': 0.828596, 'x44': 1.0}] as trial 122.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 122 with data: {'uniqueness': (0.21103, None), 'validity': (0.8776, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.266148, 'x2': 0.78933, 'x3': 0.292648, 'x4': 0.077899, 'x5': 0.176199, 'x6': 0.645144, 'x7': 0.465044, 'x8': 0.185586, 'x9': 0.508419, 'x10': 0.677631, 'x11': 0.0, 'x12': 0.831181, 'x13': 0.80092, 'x14': 0.053698, 'x15': 0.0, 'x16': 0.124416, 'x17': 0.0, 'x18': 0.512003, 'x19': 0.86765, 'x20': 0.440842, 'x21': 1.0, 'x22': 0.0, 'x23': 0.900646, 'x24': 0.33596, 'x25': 1.0, 'x26': 0.794596, 'x27': 1.0, 'x28': 0.0, 'x29': 0.033382, 'x30': 0.70076, 'x31': 0.553279, 'x32': 1.0, 'x33': 0.363802, 'x34': 0.739661, 'x35': 0.555046, 'x36': 0.880506, 'x37': 0.0, 'x38': 0.670721, 'x39': 0.0, 'x40': 0.2655, 'x41': 0.133551, 'x42': 1.0, 'x43': 0.959504, 'x44': 1.0}] as trial 123.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 123 with data: {'uniqueness': (0.233734, None), 'validity': (0.8146, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.61237, 'x3': 0.452233, 'x4': 0.631538, 'x5': 0.431288, 'x6': 0.670646, 'x7': 0.358902, 'x8': 0.0, 'x9': 0.626979, 'x10': 1.0, 'x11': 0.45608, 'x12': 0.256956, 'x13': 0.684936, 'x14': 0.173962, 'x15': 0.0, 'x16': 0.080091, 'x17': 0.019967, 'x18': 0.145413, 'x19': 0.470992, 'x20': 0.309635, 'x21': 1.0, 'x22': 0.242842, 'x23': 0.626463, 'x24': 0.0, 'x25': 0.475673, 'x26': 0.807423, 'x27': 0.717127, 'x28': 0.337059, 'x29': 0.049016, 'x30': 1.0, 'x31': 1.0, 'x32': 0.0, 'x33': 0.278555, 'x34': 0.655357, 'x35': 0.613106, 'x36': 1.0, 'x37': 0.797625, 'x38': 1.0, 'x39': 0.577072, 'x40': 0.48889, 'x41': 0.044039, 'x42': 1.0, 'x43': 0.504998, 'x44': 0.625613}] as trial 124.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 124 with data: {'uniqueness': (0.01989, None), 'validity': (0.9955, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.166573, 'x2': 0.697058, 'x3': 0.318148, 'x4': 0.234048, 'x5': 0.254492, 'x6': 0.697293, 'x7': 0.435787, 'x8': 0.150135, 'x9': 0.583911, 'x10': 0.665337, 'x11': 0.0, 'x12': 0.8676, 'x13': 0.799502, 'x14': 0.092724, 'x15': 0.0, 'x16': 0.20215, 'x17': 0.0, 'x18': 0.522879, 'x19': 0.801308, 'x20': 0.419977, 'x21': 1.0, 'x22': 0.0, 'x23': 0.831583, 'x24': 0.252451, 'x25': 1.0, 'x26': 0.825257, 'x27': 1.0, 'x28': 0.100281, 'x29': 0.059837, 'x30': 0.676432, 'x31': 0.565099, 'x32': 1.0, 'x33': 0.295227, 'x34': 0.673054, 'x35': 0.68752, 'x36': 0.842374, 'x37': 0.490509, 'x38': 0.789878, 'x39': 0.289745, 'x40': 0.435856, 'x41': 0.0, 'x42': 1.0, 'x43': 0.734488, 'x44': 1.0}] as trial 125.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 125 with data: {'uniqueness': (0.191636, None), 'validity': (0.8991, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.218888, 'x2': 0.705661, 'x3': 0.31928, 'x4': 0.135358, 'x5': 0.21793, 'x6': 0.67316, 'x7': 0.425947, 'x8': 0.06627, 'x9': 0.582965, 'x10': 0.65097, 'x11': 0.0, 'x12': 0.854073, 'x13': 0.807448, 'x14': 0.0, 'x15': 0.0, 'x16': 0.267091, 'x17': 0.0, 'x18': 0.500462, 'x19': 0.854783, 'x20': 0.393243, 'x21': 1.0, 'x22': 0.0, 'x23': 0.864829, 'x24': 0.242267, 'x25': 1.0, 'x26': 0.793127, 'x27': 1.0, 'x28': 0.030736, 'x29': 0.051248, 'x30': 0.670267, 'x31': 0.556434, 'x32': 1.0, 'x33': 0.252789, 'x34': 0.721422, 'x35': 0.643049, 'x36': 0.855743, 'x37': 0.408509, 'x38': 0.766682, 'x39': 0.1402, 'x40': 0.464159, 'x41': 0.624031, 'x42': 1.0, 'x43': 0.78494, 'x44': 1.0}] as trial 126.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 126 with data: {'uniqueness': (0.205973, None), 'validity': (0.8807, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.006926, 'x2': 0.620935, 'x3': 0.461221, 'x4': 0.611286, 'x5': 0.428241, 'x6': 0.682969, 'x7': 0.357856, 'x8': 0.0, 'x9': 0.623245, 'x10': 0.0, 'x11': 0.371982, 'x12': 1.0, 'x13': 0.23473, 'x14': 0.162624, 'x15': 0.0, 'x16': 0.100174, 'x17': 0.010923, 'x18': 0.45495, 'x19': 0.521123, 'x20': 0.331282, 'x21': 1.0, 'x22': 0.324051, 'x23': 0.643392, 'x24': 0.0, 'x25': 0.422287, 'x26': 0.787844, 'x27': 0.635154, 'x28': 0.339256, 'x29': 0.044692, 'x30': 1.0, 'x31': 0.0, 'x32': 0.0, 'x33': 0.249936, 'x34': 0.646911, 'x35': 0.606772, 'x36': 1.0, 'x37': 0.788727, 'x38': 1.0, 'x39': 0.52155, 'x40': 0.485076, 'x41': 0.126753, 'x42': 1.0, 'x43': 0.530725, 'x44': 0.64791}] as trial 127.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 127 with data: {'uniqueness': (0.015762, None), 'validity': (0.9834, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.15997, 'x2': 0.676583, 'x3': 0.33903, 'x4': 0.170704, 'x5': 0.209917, 'x6': 0.665586, 'x7': 0.431214, 'x8': 0.155484, 'x9': 0.583134, 'x10': 0.672778, 'x11': 0.0, 'x12': 0.817895, 'x13': 0.80257, 'x14': 0.0, 'x15': 0.0, 'x16': 0.234867, 'x17': 0.0, 'x18': 0.494738, 'x19': 0.81054, 'x20': 0.401142, 'x21': 1.0, 'x22': 0.0, 'x23': 0.852784, 'x24': 0.309849, 'x25': 1.0, 'x26': 0.807871, 'x27': 1.0, 'x28': 0.096727, 'x29': 0.055115, 'x30': 0.687143, 'x31': 0.575528, 'x32': 1.0, 'x33': 0.283951, 'x34': 0.707455, 'x35': 0.657048, 'x36': 0.878004, 'x37': 0.469431, 'x38': 0.823396, 'x39': 0.155076, 'x40': 0.496732, 'x41': 0.562459, 'x42': 1.0, 'x43': 0.754485, 'x44': 1.0}] as trial 128.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 128 with data: {'uniqueness': (0.199042, None), 'validity': (0.8772, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.245309, 'x2': 0.715035, 'x3': 0.263545, 'x4': 0.14045, 'x5': 0.220217, 'x6': 0.674071, 'x7': 0.425081, 'x8': 0.0, 'x9': 0.585232, 'x10': 0.667616, 'x11': 0.0, 'x12': 0.856515, 'x13': 0.808197, 'x14': 0.008355, 'x15': 0.0, 'x16': 0.243846, 'x17': 0.0, 'x18': 0.51212, 'x19': 0.851469, 'x20': 0.405804, 'x21': 1.0, 'x22': 0.0, 'x23': 0.868558, 'x24': 0.216401, 'x25': 1.0, 'x26': 0.799214, 'x27': 1.0, 'x28': 0.07102, 'x29': 0.044733, 'x30': 0.671074, 'x31': 0.548661, 'x32': 1.0, 'x33': 0.246307, 'x34': 0.712712, 'x35': 0.6749, 'x36': 0.855001, 'x37': 0.330779, 'x38': 0.754015, 'x39': 0.075571, 'x40': 0.382845, 'x41': 0.0, 'x42': 1.0, 'x43': 0.804582, 'x44': 1.0}] as trial 129.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 129 with data: {'uniqueness': (0.212957, None), 'validity': (0.8706, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.18427, 'x2': 0.788682, 'x3': 0.250665, 'x4': 0.191436, 'x5': 0.226983, 'x6': 0.671546, 'x7': 0.43361, 'x8': 0.0, 'x9': 0.557958, 'x10': 0.654099, 'x11': 0.0, 'x12': 0.849944, 'x13': 0.802535, 'x14': 0.091523, 'x15': 0.0, 'x16': 0.241429, 'x17': 0.0, 'x18': 0.48755, 'x19': 0.867855, 'x20': 0.429557, 'x21': 1.0, 'x22': 0.0, 'x23': 0.853945, 'x24': 0.238922, 'x25': 1.0, 'x26': 0.785551, 'x27': 1.0, 'x28': 0.0, 'x29': 0.067832, 'x30': 0.67156, 'x31': 0.54339, 'x32': 1.0, 'x33': 0.252469, 'x34': 0.723493, 'x35': 0.668985, 'x36': 0.836317, 'x37': 0.711462, 'x38': 0.720467, 'x39': 0.187284, 'x40': 0.455311, 'x41': 0.399431, 'x42': 1.0, 'x43': 0.830816, 'x44': 1.0}] as trial 130.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 130 with data: {'uniqueness': (0.209921, None), 'validity': (0.8789, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.193301, 'x2': 1.0, 'x3': 0.304363, 'x4': 0.156011, 'x5': 0.246821, 'x6': 0.666312, 'x7': 0.430071, 'x8': 0.007367, 'x9': 0.569765, 'x10': 0.6645, 'x11': 0.0, 'x12': 0.858085, 'x13': 0.796361, 'x14': 0.070959, 'x15': 0.0, 'x16': 0.215764, 'x17': 0.0, 'x18': 0.523232, 'x19': 0.854799, 'x20': 0.454977, 'x21': 1.0, 'x22': 0.0, 'x23': 0.842332, 'x24': 0.22774, 'x25': 1.0, 'x26': 0.76098, 'x27': 1.0, 'x28': 0.270011, 'x29': 0.062089, 'x30': 0.668067, 'x31': 0.552362, 'x32': 1.0, 'x33': 0.223823, 'x34': 0.698524, 'x35': 0.635399, 'x36': 0.814233, 'x37': 0.587859, 'x38': 0.722069, 'x39': 0.155224, 'x40': 0.508707, 'x41': 0.29562, 'x42': 1.0, 'x43': 0.803114, 'x44': 1.0}] as trial 131.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 131 with data: {'uniqueness': (0.207642, None), 'validity': (0.8741, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.191268, 'x2': 0.766532, 'x3': 0.192711, 'x4': 0.242685, 'x5': 0.269466, 'x6': 0.72824, 'x7': 0.429431, 'x8': 0.066746, 'x9': 0.57335, 'x10': 0.661631, 'x11': 0.0, 'x12': 0.875885, 'x13': 0.801426, 'x14': 0.033208, 'x15': 0.0, 'x16': 0.167961, 'x17': 0.0, 'x18': 0.501251, 'x19': 0.840609, 'x20': 0.397558, 'x21': 1.0, 'x22': 0.0, 'x23': 0.838143, 'x24': 0.20439, 'x25': 1.0, 'x26': 0.792527, 'x27': 1.0, 'x28': 0.0, 'x29': 0.067422, 'x30': 0.646945, 'x31': 0.574935, 'x32': 1.0, 'x33': 0.256476, 'x34': 0.731665, 'x35': 0.657396, 'x36': 0.85234, 'x37': 0.479863, 'x38': 0.655217, 'x39': 0.198662, 'x40': 0.422536, 'x41': 0.404024, 'x42': 1.0, 'x43': 0.791112, 'x44': 1.0}] as trial 132.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 132 with data: {'uniqueness': (0.195146, None), 'validity': (0.9024, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.233532, 'x2': 0.761828, 'x3': 0.2257, 'x4': 0.171719, 'x5': 0.264073, 'x6': 0.721788, 'x7': 0.436201, 'x8': 0.037206, 'x9': 0.559542, 'x10': 0.663453, 'x11': 0.0, 'x12': 0.857351, 'x13': 0.799417, 'x14': 0.0, 'x15': 0.0, 'x16': 0.178313, 'x17': 0.0, 'x18': 0.516818, 'x19': 0.880124, 'x20': 0.432076, 'x21': 0.907171, 'x22': 0.0, 'x23': 0.852963, 'x24': 0.219275, 'x25': 1.0, 'x26': 0.774809, 'x27': 1.0, 'x28': 0.045777, 'x29': 0.056518, 'x30': 0.673319, 'x31': 0.542773, 'x32': 1.0, 'x33': 0.269932, 'x34': 0.743945, 'x35': 0.666494, 'x36': 0.848478, 'x37': 0.41293, 'x38': 0.714622, 'x39': 0.182545, 'x40': 0.442374, 'x41': 0.420206, 'x42': 1.0, 'x43': 0.844586, 'x44': 1.0}] as trial 133.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 133 with data: {'uniqueness': (0.207945, None), 'validity': (0.8685, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.047827, 'x2': 0.648599, 'x3': 0.084388, 'x4': 0.435239, 'x5': 0.398982, 'x6': 0.756766, 'x7': 0.427955, 'x8': 0.062803, 'x9': 0.614565, 'x10': 0.843143, 'x11': 0.0, 'x12': 0.892042, 'x13': 0.816023, 'x14': 0.191491, 'x15': 0.0, 'x16': 0.105289, 'x17': 0.0, 'x18': 0.47842, 'x19': 0.737523, 'x20': 0.397898, 'x21': 1.0, 'x22': 0.0, 'x23': 0.673205, 'x24': 0.118138, 'x25': 1.0, 'x26': 0.799669, 'x27': 1.0, 'x28': 0.419119, 'x29': 0.054317, 'x30': 0.694278, 'x31': 0.554726, 'x32': 1.0, 'x33': 0.286791, 'x34': 0.672564, 'x35': 0.631717, 'x36': 0.861072, 'x37': 0.899735, 'x38': 0.945697, 'x39': 0.569774, 'x40': 0.53042, 'x41': 0.179939, 'x42': 1.0, 'x43': 0.597991, 'x44': 0.619763}] as trial 134.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 134 with data: {'uniqueness': (0.129442, None), 'validity': (0.9371, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.259972, 'x2': 0.767443, 'x3': 0.260069, 'x4': 0.241979, 'x5': 0.247725, 'x6': 0.742488, 'x7': 0.431621, 'x8': 0.060689, 'x9': 0.570045, 'x10': 0.640492, 'x11': 0.0, 'x12': 0.854791, 'x13': 0.807937, 'x14': 0.027496, 'x15': 0.0, 'x16': 0.143471, 'x17': 0.0, 'x18': 0.481973, 'x19': 0.842628, 'x20': 0.403783, 'x21': 1.0, 'x22': 0.0, 'x23': 0.859035, 'x24': 0.232808, 'x25': 1.0, 'x26': 0.763075, 'x27': 1.0, 'x28': 0.0, 'x29': 0.062397, 'x30': 0.677061, 'x31': 0.548748, 'x32': 1.0, 'x33': 0.194725, 'x34': 0.766793, 'x35': 0.65168, 'x36': 0.843073, 'x37': 0.281613, 'x38': 0.717491, 'x39': 0.121554, 'x40': 0.384351, 'x41': 0.423584, 'x42': 1.0, 'x43': 0.808196, 'x44': 1.0}] as trial 135.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 135 with data: {'uniqueness': (0.20423, None), 'validity': (0.8794, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.632002, 'x3': 0.47882, 'x4': 0.667748, 'x5': 0.428634, 'x6': 0.711917, 'x7': 0.418894, 'x8': 0.027112, 'x9': 0.6287, 'x10': 0.0, 'x11': 0.380557, 'x12': 1.0, 'x13': 1.0, 'x14': 0.206296, 'x15': 0.0, 'x16': 0.079817, 'x17': 0.001022, 'x18': 0.156979, 'x19': 0.51455, 'x20': 0.306706, 'x21': 1.0, 'x22': 0.184038, 'x23': 0.639177, 'x24': 0.0, 'x25': 0.45841, 'x26': 0.801431, 'x27': 1.0, 'x28': 0.233954, 'x29': 0.042933, 'x30': 0.079479, 'x31': 1.0, 'x32': 1.0, 'x33': 0.291737, 'x34': 0.670766, 'x35': 0.598406, 'x36': 1.0, 'x37': 0.843946, 'x38': 1.0, 'x39': 0.583356, 'x40': 0.495032, 'x41': 0.150728, 'x42': 1.0, 'x43': 0.510142, 'x44': 0.580414}] as trial 136.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 136 with data: {'uniqueness': (0.027263, None), 'validity': (0.9867, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.155928, 'x2': 0.798638, 'x3': 0.24009, 'x4': 0.131928, 'x5': 0.249884, 'x6': 0.738926, 'x7': 0.430213, 'x8': 0.056473, 'x9': 0.561848, 'x10': 0.666206, 'x11': 0.0, 'x12': 0.859066, 'x13': 0.797191, 'x14': 0.0, 'x15': 0.0, 'x16': 0.20384, 'x17': 0.0, 'x18': 0.520249, 'x19': 0.865192, 'x20': 0.412144, 'x21': 1.0, 'x22': 0.0, 'x23': 0.841818, 'x24': 0.2067, 'x25': 1.0, 'x26': 0.813573, 'x27': 1.0, 'x28': 0.0, 'x29': 0.058552, 'x30': 0.664158, 'x31': 0.535548, 'x32': 1.0, 'x33': 0.298502, 'x34': 0.708406, 'x35': 0.739535, 'x36': 0.837541, 'x37': 0.481839, 'x38': 0.68027, 'x39': 0.177725, 'x40': 0.431181, 'x41': 0.260521, 'x42': 1.0, 'x43': 0.819876, 'x44': 1.0}] as trial 137.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 137 with data: {'uniqueness': (0.196734, None), 'validity': (0.8941, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.186731, 'x2': 0.743875, 'x3': 0.273621, 'x4': 0.167623, 'x5': 0.262612, 'x6': 0.720059, 'x7': 0.409326, 'x8': 0.027935, 'x9': 0.559111, 'x10': 0.657888, 'x11': 0.0, 'x12': 0.893021, 'x13': 0.812077, 'x14': 0.0, 'x15': 0.0, 'x16': 0.213856, 'x17': 0.0, 'x18': 0.496993, 'x19': 0.866234, 'x20': 0.411485, 'x21': 1.0, 'x22': 0.0, 'x23': 0.866698, 'x24': 0.166892, 'x25': 1.0, 'x26': 0.821147, 'x27': 1.0, 'x28': 0.0, 'x29': 0.055011, 'x30': 0.648087, 'x31': 0.604127, 'x32': 1.0, 'x33': 0.335319, 'x34': 0.730997, 'x35': 0.719756, 'x36': 0.860756, 'x37': 0.584395, 'x38': 0.72964, 'x39': 0.214595, 'x40': 0.401516, 'x41': 0.332796, 'x42': 1.0, 'x43': 0.837516, 'x44': 1.0}] as trial 138.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 138 with data: {'uniqueness': (0.196608, None), 'validity': (0.8962, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.200996, 'x2': 0.752279, 'x3': 0.231615, 'x4': 0.17683, 'x5': 0.265125, 'x6': 0.723167, 'x7': 0.440841, 'x8': 0.011181, 'x9': 0.561017, 'x10': 0.730453, 'x11': 0.0, 'x12': 0.862229, 'x13': 0.80684, 'x14': 0.0, 'x15': 0.0, 'x16': 0.211775, 'x17': 0.0, 'x18': 0.546505, 'x19': 0.823016, 'x20': 0.415925, 'x21': 1.0, 'x22': 0.0, 'x23': 0.853379, 'x24': 0.262903, 'x25': 1.0, 'x26': 0.773036, 'x27': 1.0, 'x28': 0.215929, 'x29': 0.056682, 'x30': 0.668486, 'x31': 0.600106, 'x32': 1.0, 'x33': 0.271448, 'x34': 0.697142, 'x35': 0.720465, 'x36': 0.860776, 'x37': 0.514336, 'x38': 0.69704, 'x39': 0.132968, 'x40': 0.414195, 'x41': 0.489852, 'x42': 1.0, 'x43': 0.851788, 'x44': 1.0}] as trial 139.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 139 with data: {'uniqueness': (0.200547, None), 'validity': (0.8771, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.162012, 'x2': 0.988368, 'x3': 0.270561, 'x4': 0.178798, 'x5': 0.242591, 'x6': 0.697383, 'x7': 0.418766, 'x8': 0.080708, 'x9': 0.57106, 'x10': 0.616398, 'x11': 0.0, 'x12': 0.864397, 'x13': 0.814399, 'x14': 0.032738, 'x15': 0.0, 'x16': 0.221634, 'x17': 0.0, 'x18': 0.466362, 'x19': 0.877256, 'x20': 0.402653, 'x21': 1.0, 'x22': 0.0, 'x23': 0.847714, 'x24': 0.211931, 'x25': 1.0, 'x26': 0.837797, 'x27': 1.0, 'x28': 0.0, 'x29': 0.049432, 'x30': 0.653026, 'x31': 0.543734, 'x32': 1.0, 'x33': 0.322757, 'x34': 0.749957, 'x35': 0.696424, 'x36': 0.842746, 'x37': 0.537163, 'x38': 1.0, 'x39': 0.19809, 'x40': 0.39129, 'x41': 0.07495, 'x42': 1.0, 'x43': 0.784101, 'x44': 1.0}] as trial 140.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 140 with data: {'uniqueness': (0.201637, None), 'validity': (0.8917, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.169663, 'x2': 0.772059, 'x3': 0.2712, 'x4': 0.174512, 'x5': 0.229461, 'x6': 0.703757, 'x7': 0.413721, 'x8': 0.081014, 'x9': 0.568359, 'x10': 0.660774, 'x11': 0.0, 'x12': 0.855312, 'x13': 0.811741, 'x14': 0.049494, 'x15': 0.0, 'x16': 0.221108, 'x17': 0.0, 'x18': 0.429135, 'x19': 0.874413, 'x20': 0.40476, 'x21': 1.0, 'x22': 0.0, 'x23': 0.846165, 'x24': 0.151197, 'x25': 1.0, 'x26': 0.820536, 'x27': 1.0, 'x28': 0.0, 'x29': 0.058194, 'x30': 0.660051, 'x31': 0.561629, 'x32': 1.0, 'x33': 0.305019, 'x34': 0.73466, 'x35': 0.680512, 'x36': 0.847578, 'x37': 0.510372, 'x38': 0.614165, 'x39': 0.187432, 'x40': 0.410265, 'x41': 0.083318, 'x42': 1.0, 'x43': 0.805632, 'x44': 1.0}] as trial 141.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 141 with data: {'uniqueness': (0.194135, None), 'validity': (0.8901, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.187064, 'x2': 0.78916, 'x3': 0.275384, 'x4': 0.182568, 'x5': 0.256949, 'x6': 0.718786, 'x7': 0.426234, 'x8': 0.060264, 'x9': 0.583005, 'x10': 0.593392, 'x11': 0.0, 'x12': 0.875941, 'x13': 0.803836, 'x14': 0.0, 'x15': 0.0, 'x16': 0.180391, 'x17': 0.0, 'x18': 0.540669, 'x19': 0.896675, 'x20': 0.417311, 'x21': 1.0, 'x22': 0.0, 'x23': 0.84268, 'x24': 0.236975, 'x25': 1.0, 'x26': 0.842635, 'x27': 1.0, 'x28': 0.0, 'x29': 0.045255, 'x30': 0.651747, 'x31': 0.528107, 'x32': 1.0, 'x33': 0.315222, 'x34': 0.736157, 'x35': 0.676904, 'x36': 0.829749, 'x37': 0.493334, 'x38': 1.0, 'x39': 0.288106, 'x40': 0.427698, 'x41': 0.303689, 'x42': 1.0, 'x43': 0.763857, 'x44': 1.0}] as trial 142.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 142 with data: {'uniqueness': (0.200589, None), 'validity': (0.8829, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.185597, 'x2': 1.0, 'x3': 0.247189, 'x4': 0.191293, 'x5': 0.20804, 'x6': 0.658831, 'x7': 0.443161, 'x8': 0.0606, 'x9': 0.562449, 'x10': 0.609156, 'x11': 0.0, 'x12': 0.858548, 'x13': 0.823046, 'x14': 0.015111, 'x15': 0.0, 'x16': 0.286409, 'x17': 0.0, 'x18': 0.471551, 'x19': 0.804547, 'x20': 0.404381, 'x21': 1.0, 'x22': 0.0, 'x23': 0.881821, 'x24': 0.291313, 'x25': 1.0, 'x26': 0.809059, 'x27': 1.0, 'x28': 0.0, 'x29': 0.05786, 'x30': 0.647295, 'x31': 0.551064, 'x32': 1.0, 'x33': 0.249542, 'x34': 0.726481, 'x35': 0.728708, 'x36': 0.858773, 'x37': 0.626004, 'x38': 1.0, 'x39': 0.08507, 'x40': 0.348966, 'x41': 0.0, 'x42': 1.0, 'x43': 0.854571, 'x44': 1.0}] as trial 143.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 143 with data: {'uniqueness': (0.210907, None), 'validity': (0.871, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.562075, 'x2': 1.0, 'x3': 0.267193, 'x4': 0.084513, 'x5': 0.0, 'x6': 0.362741, 'x7': 0.482744, 'x8': 0.40009, 'x9': 0.795416, 'x10': 0.589507, 'x11': 0.0, 'x12': 0.830286, 'x13': 0.825092, 'x14': 0.381024, 'x15': 0.0, 'x16': 0.403443, 'x17': 0.0, 'x18': 0.509495, 'x19': 1.0, 'x20': 0.769492, 'x21': 0.009523, 'x22': 0.0, 'x23': 0.998974, 'x24': 0.410759, 'x25': 1.0, 'x26': 0.508291, 'x27': 1.0, 'x28': 0.984689, 'x29': 0.182216, 'x30': 0.667104, 'x31': 0.57094, 'x32': 1.0, 'x33': 0.27865, 'x34': 0.913394, 'x35': 1.0, 'x36': 0.900201, 'x37': 0.32725, 'x38': 0.524129, 'x39': 0.63493, 'x40': 1.0, 'x41': 0.0, 'x42': 0.884413, 'x43': 1.0, 'x44': 0.576823}] as trial 144.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 144 with data: {'uniqueness': (0.304334, None), 'validity': (0.3161, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.25707, 'x2': 0.971032, 'x3': 0.266419, 'x4': 0.048447, 'x5': 0.082643, 'x6': 0.585507, 'x7': 0.432697, 'x8': 0.002133, 'x9': 0.502078, 'x10': 0.623048, 'x11': 0.0, 'x12': 0.853825, 'x13': 0.815413, 'x14': 0.0, 'x15': 0.0, 'x16': 0.462119, 'x17': 0.0, 'x18': 0.505388, 'x19': 0.966997, 'x20': 0.447179, 'x21': 1.0, 'x22': 0.0, 'x23': 0.923949, 'x24': 0.290301, 'x25': 1.0, 'x26': 0.731138, 'x27': 1.0, 'x28': 0.0, 'x29': 0.062348, 'x30': 0.665556, 'x31': 0.561465, 'x32': 1.0, 'x33': 0.199302, 'x34': 0.80721, 'x35': 0.8115, 'x36': 0.868444, 'x37': 0.431836, 'x38': 0.710351, 'x39': 0.0, 'x40': 0.53257, 'x41': 0.204069, 'x42': 1.0, 'x43': 1.0, 'x44': 1.0}] as trial 145.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 145 with data: {'uniqueness': (0.254239, None), 'validity': (0.7725, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.206321, 'x2': 1.0, 'x3': 0.26127, 'x4': 0.188588, 'x5': 0.189909, 'x6': 0.686812, 'x7': 0.46183, 'x8': 0.09053, 'x9': 0.588838, 'x10': 0.615475, 'x11': 0.0, 'x12': 0.863522, 'x13': 0.809311, 'x14': 0.0, 'x15': 0.0, 'x16': 0.144764, 'x17': 0.0, 'x18': 0.488525, 'x19': 0.87592, 'x20': 0.507566, 'x21': 1.0, 'x22': 0.0, 'x23': 0.888805, 'x24': 0.266774, 'x25': 1.0, 'x26': 0.867025, 'x27': 1.0, 'x28': 0.0, 'x29': 0.046606, 'x30': 0.648279, 'x31': 0.563268, 'x32': 1.0, 'x33': 0.341007, 'x34': 0.712528, 'x35': 0.785722, 'x36': 0.820799, 'x37': 0.463091, 'x38': 0.443194, 'x39': 0.038923, 'x40': 0.311147, 'x41': 0.120025, 'x42': 1.0, 'x43': 0.828177, 'x44': 1.0}] as trial 146.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 146 with data: {'uniqueness': (0.234415, None), 'validity': (0.8502, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.211477, 'x2': 1.0, 'x3': 0.255156, 'x4': 0.216772, 'x5': 0.192794, 'x6': 0.69763, 'x7': 0.460605, 'x8': 0.138623, 'x9': 0.589702, 'x10': 0.601497, 'x11': 0.0, 'x12': 0.884414, 'x13': 0.805418, 'x14': 0.0, 'x15': 0.0, 'x16': 0.173513, 'x17': 0.0, 'x18': 0.489406, 'x19': 0.861116, 'x20': 0.449951, 'x21': 1.0, 'x22': 0.0, 'x23': 0.876181, 'x24': 0.26417, 'x25': 1.0, 'x26': 0.801154, 'x27': 1.0, 'x28': 0.0, 'x29': 0.058997, 'x30': 0.631313, 'x31': 0.513919, 'x32': 1.0, 'x33': 0.271228, 'x34': 0.700085, 'x35': 0.672508, 'x36': 0.793364, 'x37': 0.372586, 'x38': 0.113225, 'x39': 0.019315, 'x40': 0.411258, 'x41': 0.24057, 'x42': 1.0, 'x43': 0.858905, 'x44': 1.0}] as trial 147.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 147 with data: {'uniqueness': (0.220641, None), 'validity': (0.8643, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.233848, 'x2': 1.0, 'x3': 0.257232, 'x4': 0.211392, 'x5': 0.184459, 'x6': 0.697862, 'x7': 0.468223, 'x8': 0.149415, 'x9': 0.594159, 'x10': 0.58398, 'x11': 0.0, 'x12': 0.853161, 'x13': 0.799639, 'x14': 0.0, 'x15': 0.0, 'x16': 0.178901, 'x17': 0.0, 'x18': 0.490069, 'x19': 0.885835, 'x20': 0.472792, 'x21': 1.0, 'x22': 0.0, 'x23': 0.875803, 'x24': 0.248373, 'x25': 1.0, 'x26': 0.790334, 'x27': 1.0, 'x28': 0.0, 'x29': 0.051031, 'x30': 0.639136, 'x31': 0.621092, 'x32': 1.0, 'x33': 0.253987, 'x34': 0.688833, 'x35': 0.65819, 'x36': 0.805844, 'x37': 0.391504, 'x38': 0.483051, 'x39': 0.120862, 'x40': 0.35573, 'x41': 0.200419, 'x42': 1.0, 'x43': 0.864182, 'x44': 1.0}] as trial 148.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 148 with data: {'uniqueness': (0.232547, None), 'validity': (0.8394, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.17444, 'x2': 0.931528, 'x3': 0.258033, 'x4': 0.21268, 'x5': 0.198026, 'x6': 0.681084, 'x7': 0.460081, 'x8': 0.060614, 'x9': 0.571826, 'x10': 0.564653, 'x11': 0.0, 'x12': 0.86129, 'x13': 0.803747, 'x14': 0.0, 'x15': 0.0, 'x16': 0.109267, 'x17': 0.0, 'x18': 0.481851, 'x19': 0.849988, 'x20': 0.456841, 'x21': 1.0, 'x22': 0.0, 'x23': 0.894214, 'x24': 0.270127, 'x25': 1.0, 'x26': 0.852335, 'x27': 1.0, 'x28': 0.0, 'x29': 0.080299, 'x30': 0.636401, 'x31': 0.512729, 'x32': 1.0, 'x33': 0.338632, 'x34': 0.7209, 'x35': 0.822559, 'x36': 0.800083, 'x37': 0.524574, 'x38': 0.549948, 'x39': 0.0, 'x40': 0.687186, 'x41': 0.0, 'x42': 1.0, 'x43': 0.825994, 'x44': 1.0}] as trial 149.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 149 with data: {'uniqueness': (0.212037, None), 'validity': (0.864, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.703288, 'x3': 0.516873, 'x4': 0.569193, 'x5': 0.373263, 'x6': 0.697266, 'x7': 0.378685, 'x8': 0.0, 'x9': 0.623819, 'x10': 1.0, 'x11': 0.366249, 'x12': 1.0, 'x13': 0.136046, 'x14': 0.222504, 'x15': 0.0, 'x16': 0.076001, 'x17': 0.286626, 'x18': 0.285236, 'x19': 0.544935, 'x20': 0.342953, 'x21': 1.0, 'x22': 0.493592, 'x23': 0.620776, 'x24': 0.0, 'x25': 0.0, 'x26': 0.794486, 'x27': 0.554635, 'x28': 0.328718, 'x29': 0.050195, 'x30': 1.0, 'x31': 1.0, 'x32': 0.0, 'x33': 0.238345, 'x34': 0.676305, 'x35': 0.692621, 'x36': 1.0, 'x37': 1.0, 'x38': 1.0, 'x39': 0.509453, 'x40': 0.423074, 'x41': 0.0, 'x42': 1.0, 'x43': 0.53245, 'x44': 0.651875}] as trial 150.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 150 with data: {'uniqueness': (0.02543, None), 'validity': (0.9831, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.188662, 'x2': 0.940732, 'x3': 0.262699, 'x4': 0.190553, 'x5': 0.184585, 'x6': 0.691631, 'x7': 0.441545, 'x8': 0.07524, 'x9': 0.58384, 'x10': 0.63459, 'x11': 0.0, 'x12': 0.862406, 'x13': 0.803145, 'x14': 0.031775, 'x15': 0.0, 'x16': 0.160339, 'x17': 0.0, 'x18': 0.499837, 'x19': 0.871691, 'x20': 0.447287, 'x21': 1.0, 'x22': 0.0, 'x23': 0.868534, 'x24': 0.26521, 'x25': 1.0, 'x26': 0.86412, 'x27': 1.0, 'x28': 0.0, 'x29': 0.052682, 'x30': 0.661371, 'x31': 0.645905, 'x32': 1.0, 'x33': 0.329477, 'x34': 0.732124, 'x35': 0.734292, 'x36': 0.816659, 'x37': 0.707834, 'x38': 0.0, 'x39': 0.0, 'x40': 0.23593, 'x41': 0.114313, 'x42': 1.0, 'x43': 0.781118, 'x44': 1.0}] as trial 151.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 151 with data: {'uniqueness': (0.221876, None), 'validity': (0.8658, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.207113, 'x2': 0.999179, 'x3': 0.250671, 'x4': 0.173645, 'x5': 0.197882, 'x6': 0.696824, 'x7': 0.450166, 'x8': 0.086925, 'x9': 0.582859, 'x10': 0.63547, 'x11': 0.0, 'x12': 0.859446, 'x13': 0.80467, 'x14': 0.0, 'x15': 0.0, 'x16': 0.147407, 'x17': 1.0, 'x18': 0.485035, 'x19': 0.824589, 'x20': 0.471071, 'x21': 1.0, 'x22': 0.0, 'x23': 0.874378, 'x24': 0.246457, 'x25': 1.0, 'x26': 0.867502, 'x27': 1.0, 'x28': 0.0, 'x29': 0.057441, 'x30': 0.647967, 'x31': 0.65095, 'x32': 1.0, 'x33': 0.335752, 'x34': 0.733502, 'x35': 0.6954, 'x36': 0.823891, 'x37': 0.36097, 'x38': 0.0, 'x39': 0.0, 'x40': 0.528149, 'x41': 0.263687, 'x42': 1.0, 'x43': 0.82367, 'x44': 1.0}] as trial 152.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 152 with data: {'uniqueness': (0.217291, None), 'validity': (0.8629, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.19717, 'x2': 1.0, 'x3': 0.26693, 'x4': 0.198811, 'x5': 0.186622, 'x6': 0.702598, 'x7': 0.45377, 'x8': 0.051023, 'x9': 0.575605, 'x10': 0.599731, 'x11': 0.0, 'x12': 0.865475, 'x13': 0.808108, 'x14': 0.0, 'x15': 0.0, 'x16': 0.130373, 'x17': 0.0, 'x18': 0.472039, 'x19': 0.856383, 'x20': 0.482819, 'x21': 1.0, 'x22': 0.0, 'x23': 0.888935, 'x24': 0.256372, 'x25': 1.0, 'x26': 0.858355, 'x27': 1.0, 'x28': 0.0, 'x29': 0.077434, 'x30': 0.632438, 'x31': 0.653606, 'x32': 1.0, 'x33': 0.348325, 'x34': 0.720576, 'x35': 0.734689, 'x36': 0.822782, 'x37': 0.153963, 'x38': 0.331329, 'x39': 0.0, 'x40': 0.0, 'x41': 0.498194, 'x42': 0.058149, 'x43': 0.826339, 'x44': 1.0}] as trial 153.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 153 with data: {'uniqueness': (0.217305, None), 'validity': (0.8541, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.653136, 'x3': 0.624846, 'x4': 0.704818, 'x5': 0.453086, 'x6': 0.671082, 'x7': 0.459918, 'x8': 0.104696, 'x9': 0.639201, 'x10': 0.0, 'x11': 0.452701, 'x12': 0.283764, 'x13': 1.0, 'x14': 0.314588, 'x15': 0.0, 'x16': 0.093475, 'x17': 0.647344, 'x18': 0.366072, 'x19': 0.534177, 'x20': 0.376915, 'x21': 1.0, 'x22': 0.595142, 'x23': 0.580181, 'x24': 0.0, 'x25': 0.0, 'x26': 0.822633, 'x27': 0.507406, 'x28': 0.597653, 'x29': 0.051468, 'x30': 1.0, 'x31': 0.0, 'x32': 0.0, 'x33': 0.287556, 'x34': 0.695528, 'x35': 0.664197, 'x36': 1.0, 'x37': 1.0, 'x38': 1.0, 'x39': 0.73525, 'x40': 0.273705, 'x41': 0.0, 'x42': 1.0, 'x43': 0.457926, 'x44': 0.460923}] as trial 154.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 154 with data: {'uniqueness': (0.022931, None), 'validity': (0.9725, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.194673, 'x2': 0.965643, 'x3': 0.254816, 'x4': 0.202047, 'x5': 0.195671, 'x6': 0.703812, 'x7': 0.442465, 'x8': 0.105344, 'x9': 0.588423, 'x10': 0.634804, 'x11': 0.0, 'x12': 0.863567, 'x13': 0.802613, 'x14': 0.0, 'x15': 0.0, 'x16': 0.15228, 'x17': 0.0, 'x18': 0.505454, 'x19': 0.883031, 'x20': 0.409126, 'x21': 1.0, 'x22': 0.0, 'x23': 0.857569, 'x24': 0.25738, 'x25': 1.0, 'x26': 0.828829, 'x27': 1.0, 'x28': 0.0, 'x29': 0.017631, 'x30': 0.671852, 'x31': 0.612055, 'x32': 1.0, 'x33': 0.3, 'x34': 0.718758, 'x35': 0.681273, 'x36': 0.818236, 'x37': 0.946849, 'x38': 0.0, 'x39': 0.0, 'x40': 0.951338, 'x41': 0.176581, 'x42': 1.0, 'x43': 0.827991, 'x44': 1.0}] as trial 155.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 155 with data: {'uniqueness': (0.215991, None), 'validity': (0.863, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.067948, 'x2': 0.853373, 'x3': 0.308936, 'x4': 0.284856, 'x5': 0.346795, 'x6': 0.753993, 'x7': 0.173654, 'x8': 0.032595, 'x9': 0.588551, 'x10': 1.0, 'x11': 0.053602, 'x12': 1.0, 'x13': 0.628393, 'x14': 0.053524, 'x15': 0.0, 'x16': 0.11795, 'x17': 0.373348, 'x18': 0.818888, 'x19': 0.623149, 'x20': 0.316223, 'x21': 1.0, 'x22': 0.0, 'x23': 0.769074, 'x24': 0.0, 'x25': 0.0, 'x26': 0.816548, 'x27': 0.760086, 'x28': 0.0, 'x29': 0.055101, 'x30': 0.800113, 'x31': 0.0, 'x32': 1.0, 'x33': 0.29035, 'x34': 0.686298, 'x35': 0.706769, 'x36': 0.785111, 'x37': 0.88795, 'x38': 1.0, 'x39': 0.087342, 'x40': 0.165408, 'x41': 0.058194, 'x42': 1.0, 'x43': 0.747097, 'x44': 1.0}] as trial 156.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 156 with data: {'uniqueness': (0.044194, None), 'validity': (0.9843, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.154594, 'x2': 0.922844, 'x3': 0.272863, 'x4': 0.231714, 'x5': 0.209416, 'x6': 0.718012, 'x7': 0.444829, 'x8': 0.059386, 'x9': 0.589184, 'x10': 0.647324, 'x11': 0.0, 'x12': 0.865608, 'x13': 0.800035, 'x14': 0.026956, 'x15': 0.0, 'x16': 0.10104, 'x17': 0.0, 'x18': 0.536165, 'x19': 0.890608, 'x20': 0.443901, 'x21': 1.0, 'x22': 0.0, 'x23': 0.859518, 'x24': 0.269413, 'x25': 1.0, 'x26': 0.820037, 'x27': 1.0, 'x28': 0.0, 'x29': 0.048351, 'x30': 0.629197, 'x31': 0.646092, 'x32': 1.0, 'x33': 0.314875, 'x34': 0.72321, 'x35': 0.661637, 'x36': 0.812309, 'x37': 0.380139, 'x38': 0.711578, 'x39': 0.0, 'x40': 0.313294, 'x41': 0.0, 'x42': 1.0, 'x43': 0.832948, 'x44': 1.0}] as trial 157.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 157 with data: {'uniqueness': (0.211831, None), 'validity': (0.8757, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.615121, 'x3': 0.524278, 'x4': 0.651112, 'x5': 0.425462, 'x6': 0.67441, 'x7': 0.40624, 'x8': 0.0, 'x9': 0.636845, 'x10': 0.0, 'x11': 0.400868, 'x12': 0.023581, 'x13': 0.888605, 'x14': 0.296132, 'x15': 0.0, 'x16': 0.110809, 'x17': 0.492892, 'x18': 0.0, 'x19': 0.544685, 'x20': 0.333243, 'x21': 1.0, 'x22': 0.047816, 'x23': 0.569286, 'x24': 0.0, 'x25': 0.0, 'x26': 0.764927, 'x27': 0.484979, 'x28': 0.53691, 'x29': 0.04313, 'x30': 1.0, 'x31': 1.0, 'x32': 1.0, 'x33': 0.253222, 'x34': 0.682424, 'x35': 0.643931, 'x36': 1.0, 'x37': 1.0, 'x38': 1.0, 'x39': 0.660411, 'x40': 0.415659, 'x41': 0.0, 'x42': 1.0, 'x43': 0.450782, 'x44': 0.449672}] as trial 158.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 158 with data: {'uniqueness': (0.010213, None), 'validity': (0.9889, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.159442, 'x2': 1.0, 'x3': 0.291913, 'x4': 0.068224, 'x5': 0.220865, 'x6': 0.580444, 'x7': 0.4524, 'x8': 0.23068, 'x9': 0.505411, 'x10': 0.611528, 'x11': 0.0, 'x12': 0.856946, 'x13': 0.808783, 'x14': 0.0, 'x15': 0.0, 'x16': 0.464087, 'x17': 0.0, 'x18': 0.49982, 'x19': 0.976524, 'x20': 0.632143, 'x21': 1.0, 'x22': 0.0, 'x23': 0.971641, 'x24': 0.273556, 'x25': 1.0, 'x26': 1.0, 'x27': 1.0, 'x28': 0.0, 'x29': 0.0, 'x30': 0.63601, 'x31': 0.628477, 'x32': 1.0, 'x33': 0.93614, 'x34': 0.758646, 'x35': 1.0, 'x36': 0.852284, 'x37': 1.0, 'x38': 0.0, 'x39': 1.0, 'x40': 0.0, 'x41': 0.0, 'x42': 1.0, 'x43': 0.789071, 'x44': 1.0}] as trial 159.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 159 with data: {'uniqueness': (0.2167, None), 'validity': (0.7485, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.180816, 'x2': 0.98838, 'x3': 0.266828, 'x4': 0.19762, 'x5': 0.19937, 'x6': 0.704249, 'x7': 0.442856, 'x8': 0.054156, 'x9': 0.596323, 'x10': 0.669576, 'x11': 0.0, 'x12': 0.886771, 'x13': 0.804539, 'x14': 0.039306, 'x15': 0.0, 'x16': 0.129972, 'x17': 0.0, 'x18': 0.498383, 'x19': 0.836877, 'x20': 0.420629, 'x21': 1.0, 'x22': 0.0, 'x23': 0.845819, 'x24': 0.234512, 'x25': 0.20131, 'x26': 0.843733, 'x27': 1.0, 'x28': 0.0, 'x29': 0.056126, 'x30': 0.678702, 'x31': 0.586078, 'x32': 1.0, 'x33': 0.306683, 'x34': 0.704565, 'x35': 0.684312, 'x36': 0.812413, 'x37': 0.577249, 'x38': 0.15006, 'x39': 0.09548, 'x40': 0.212387, 'x41': 0.0, 'x42': 1.0, 'x43': 0.789245, 'x44': 1.0}] as trial 160.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 160 with data: {'uniqueness': (0.200068, None), 'validity': (0.8842, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.189919, 'x2': 1.0, 'x3': 0.293917, 'x4': 0.173887, 'x5': 0.0, 'x6': 0.442071, 'x7': 0.455592, 'x8': 0.023395, 'x9': 0.596716, 'x10': 0.632454, 'x11': 0.0, 'x12': 0.856101, 'x13': 0.809821, 'x14': 0.374982, 'x15': 0.0, 'x16': 0.0, 'x17': 0.0, 'x18': 0.518349, 'x19': 0.825716, 'x20': 0.626052, 'x21': 1.0, 'x22': 0.0, 'x23': 0.802215, 'x24': 0.254274, 'x25': 1.0, 'x26': 0.937599, 'x27': 1.0, 'x28': 0.0, 'x29': 0.0, 'x30': 0.679978, 'x31': 0.629853, 'x32': 1.0, 'x33': 0.05688, 'x34': 0.635296, 'x35': 0.540333, 'x36': 0.792782, 'x37': 1.0, 'x38': 1.0, 'x39': 0.0, 'x40': 0.616541, 'x41': 0.0, 'x42': 1.0, 'x43': 0.45657, 'x44': 1.0}] as trial 161.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 161 with data: {'uniqueness': (0.215719, None), 'validity': (0.7876, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.089421, 'x2': 0.836949, 'x3': 0.295672, 'x4': 0.380876, 'x5': 0.313988, 'x6': 0.764671, 'x7': 0.234704, 'x8': 0.050997, 'x9': 0.592334, 'x10': 1.0, 'x11': 0.0, 'x12': 1.0, 'x13': 0.842823, 'x14': 0.097733, 'x15': 0.0, 'x16': 0.092553, 'x17': 0.0, 'x18': 0.552831, 'x19': 0.658606, 'x20': 0.32375, 'x21': 1.0, 'x22': 0.0, 'x23': 0.757137, 'x24': 0.0, 'x25': 0.0, 'x26': 0.788293, 'x27': 1.0, 'x28': 0.097361, 'x29': 0.05624, 'x30': 0.568298, 'x31': 1.0, 'x32': 1.0, 'x33': 0.208235, 'x34': 0.692888, 'x35': 0.646681, 'x36': 0.810923, 'x37': 0.603714, 'x38': 0.255123, 'x39': 0.0, 'x40': 0.285988, 'x41': 0.0, 'x42': 1.0, 'x43': 0.727349, 'x44': 1.0}] as trial 162.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 162 with data: {'uniqueness': (0.081673, None), 'validity': (0.9636, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.067199, 'x2': 0.79484, 'x3': 0.424016, 'x4': 0.481339, 'x5': 0.407028, 'x6': 0.737542, 'x7': 0.235062, 'x8': 0.0, 'x9': 0.578968, 'x10': 0.0, 'x11': 0.22661, 'x12': 1.0, 'x13': 0.54803, 'x14': 0.045387, 'x15': 0.0, 'x16': 0.113592, 'x17': 1.0, 'x18': 0.785927, 'x19': 0.539138, 'x20': 0.257895, 'x21': 0.996046, 'x22': 0.0, 'x23': 0.832425, 'x24': 0.0, 'x25': 0.111783, 'x26': 0.881649, 'x27': 0.0, 'x28': 0.001406, 'x29': 0.051863, 'x30': 0.132314, 'x31': 0.412959, 'x32': 0.0, 'x33': 0.40262, 'x34': 0.666617, 'x35': 0.681164, 'x36': 0.774872, 'x37': 0.64181, 'x38': 1.0, 'x39': 0.500207, 'x40': 0.212887, 'x41': 0.0, 'x42': 1.0, 'x43': 0.7495, 'x44': 1.0}] as trial 163.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 163 with data: {'uniqueness': (0.031743, None), 'validity': (0.9829, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.196235, 'x2': 0.934084, 'x3': 0.270576, 'x4': 0.225357, 'x5': 0.227638, 'x6': 0.710952, 'x7': 0.450176, 'x8': 0.038353, 'x9': 0.588959, 'x10': 0.617734, 'x11': 0.0, 'x12': 0.869319, 'x13': 0.815491, 'x14': 0.00554, 'x15': 0.0, 'x16': 0.19148, 'x17': 0.0, 'x18': 0.508042, 'x19': 0.85843, 'x20': 0.41671, 'x21': 1.0, 'x22': 0.61576, 'x23': 0.863796, 'x24': 0.231589, 'x25': 1.0, 'x26': 0.856859, 'x27': 1.0, 'x28': 0.0, 'x29': 0.0596, 'x30': 0.647211, 'x31': 0.558071, 'x32': 1.0, 'x33': 0.352952, 'x34': 0.733195, 'x35': 0.701044, 'x36': 0.821237, 'x37': 0.436545, 'x38': 0.160485, 'x39': 0.045959, 'x40': 0.196645, 'x41': 0.184982, 'x42': 1.0, 'x43': 0.837138, 'x44': 1.0}] as trial 164.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 164 with data: {'uniqueness': (0.209532, None), 'validity': (0.8791, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.205723, 'x2': 0.919643, 'x3': 0.265458, 'x4': 0.236894, 'x5': 0.214262, 'x6': 0.705313, 'x7': 0.449537, 'x8': 0.048623, 'x9': 0.588141, 'x10': 0.616519, 'x11': 0.0, 'x12': 0.865708, 'x13': 0.820656, 'x14': 0.0, 'x15': 0.939353, 'x16': 0.200731, 'x17': 0.0, 'x18': 0.507634, 'x19': 0.865015, 'x20': 0.422589, 'x21': 1.0, 'x22': 0.0, 'x23': 0.867515, 'x24': 0.235949, 'x25': 1.0, 'x26': 0.851943, 'x27': 1.0, 'x28': 0.0, 'x29': 0.067414, 'x30': 0.661157, 'x31': 0.565205, 'x32': 1.0, 'x33': 0.348062, 'x34': 0.728901, 'x35': 0.71573, 'x36': 0.815304, 'x37': 0.807439, 'x38': 0.244593, 'x39': 0.078348, 'x40': 0.179338, 'x41': 0.088241, 'x42': 1.0, 'x43': 0.833422, 'x44': 1.0}] as trial 165.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 165 with data: {'uniqueness': (0.217761, None), 'validity': (0.8693, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.201017, 'x2': 0.958424, 'x3': 0.278794, 'x4': 0.22506, 'x5': 0.225437, 'x6': 0.720192, 'x7': 0.448358, 'x8': 0.06507, 'x9': 0.587454, 'x10': 0.611349, 'x11': 0.0, 'x12': 0.874205, 'x13': 0.823344, 'x14': 0.005823, 'x15': 0.0, 'x16': 0.187703, 'x17': 0.0, 'x18': 0.534184, 'x19': 0.841895, 'x20': 0.422758, 'x21': 1.0, 'x22': 0.0, 'x23': 0.857851, 'x24': 0.209495, 'x25': 1.0, 'x26': 0.85145, 'x27': 1.0, 'x28': 0.0, 'x29': 0.054429, 'x30': 0.683418, 'x31': 0.552143, 'x32': 1.0, 'x33': 0.32937, 'x34': 0.735271, 'x35': 0.716512, 'x36': 0.800693, 'x37': 0.570226, 'x38': 0.0, 'x39': 0.083398, 'x40': 0.044747, 'x41': 0.129614, 'x42': 1.0, 'x43': 0.831061, 'x44': 1.0}] as trial 166.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 166 with data: {'uniqueness': (0.210592, None), 'validity': (0.8818, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.172415, 'x2': 1.0, 'x3': 0.16979, 'x4': 0.352837, 'x5': 0.289334, 'x6': 0.894878, 'x7': 0.538598, 'x8': 0.162442, 'x9': 0.528046, 'x10': 0.613142, 'x11': 0.0, 'x12': 0.891117, 'x13': 0.780118, 'x14': 0.070901, 'x15': 1.0, 'x16': 0.0, 'x17': 0.583869, 'x18': 0.532729, 'x19': 0.983309, 'x20': 0.513935, 'x21': 1.0, 'x22': 0.0, 'x23': 0.738584, 'x24': 0.203103, 'x25': 1.0, 'x26': 0.566728, 'x27': 1.0, 'x28': 0.0, 'x29': 0.136668, 'x30': 0.638853, 'x31': 0.589272, 'x32': 1.0, 'x33': 0.0, 'x34': 0.695928, 'x35': 0.605618, 'x36': 0.763691, 'x37': 0.0, 'x38': 0.0, 'x39': 0.0, 'x40': 0.122066, 'x41': 0.66003, 'x42': 1.0, 'x43': 0.79491, 'x44': 1.0}] as trial 167.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 167 with data: {'uniqueness': (0.195467, None), 'validity': (0.8559, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.190384, 'x2': 1.0, 'x3': 0.260392, 'x4': 0.220075, 'x5': 0.218776, 'x6': 0.72722, 'x7': 0.45357, 'x8': 0.061951, 'x9': 0.582576, 'x10': 0.626764, 'x11': 0.0, 'x12': 0.864033, 'x13': 0.826295, 'x14': 0.017006, 'x15': 0.0, 'x16': 0.175063, 'x17': 0.0, 'x18': 0.522346, 'x19': 0.867232, 'x20': 0.424991, 'x21': 1.0, 'x22': 0.0, 'x23': 0.858735, 'x24': 0.272159, 'x25': 1.0, 'x26': 0.846831, 'x27': 0.28427, 'x28': 0.0, 'x29': 0.061734, 'x30': 0.665367, 'x31': 0.549843, 'x32': 1.0, 'x33': 0.314531, 'x34': 0.735131, 'x35': 0.688004, 'x36': 0.804194, 'x37': 0.389232, 'x38': 0.0, 'x39': 0.112353, 'x40': 0.0, 'x41': 0.183423, 'x42': 1.0, 'x43': 0.834767, 'x44': 1.0}] as trial 168.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 168 with data: {'uniqueness': (0.216009, None), 'validity': (0.8745, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.611824, 'x3': 0.435688, 'x4': 0.606282, 'x5': 0.465583, 'x6': 0.747566, 'x7': 0.312228, 'x8': 0.058756, 'x9': 0.654699, 'x10': 1.0, 'x11': 0.413612, 'x12': 1.0, 'x13': 1.0, 'x14': 0.278994, 'x15': 0.0, 'x16': 0.182768, 'x17': 0.469098, 'x18': 0.0, 'x19': 0.628313, 'x20': 0.398584, 'x21': 1.0, 'x22': 0.0, 'x23': 0.53358, 'x24': 0.0, 'x25': 0.0, 'x26': 0.782397, 'x27': 0.081501, 'x28': 0.81843, 'x29': 0.025797, 'x30': 1.0, 'x31': 1.0, 'x32': 0.0, 'x33': 0.272126, 'x34': 0.702192, 'x35': 0.611441, 'x36': 1.0, 'x37': 1.0, 'x38': 1.0, 'x39': 0.838183, 'x40': 0.453402, 'x41': 0.033086, 'x42': 1.0, 'x43': 0.477064, 'x44': 0.440118}] as trial 169.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 169 with data: {'uniqueness': (0.023048, None), 'validity': (0.9849, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.219106, 'x2': 0.905187, 'x3': 0.285344, 'x4': 0.24317, 'x5': 0.213309, 'x6': 0.727322, 'x7': 0.450641, 'x8': 0.069052, 'x9': 0.582639, 'x10': 0.604532, 'x11': 0.0, 'x12': 0.86266, 'x13': 0.821446, 'x14': 0.0, 'x15': 0.0, 'x16': 0.154593, 'x17': 0.0, 'x18': 0.518662, 'x19': 0.814714, 'x20': 0.437022, 'x21': 1.0, 'x22': 0.0, 'x23': 0.861514, 'x24': 0.143457, 'x25': 1.0, 'x26': 0.846216, 'x27': 0.0, 'x28': 0.0, 'x29': 0.056919, 'x30': 0.66139, 'x31': 0.60788, 'x32': 1.0, 'x33': 0.31516, 'x34': 0.72761, 'x35': 0.71475, 'x36': 0.788178, 'x37': 0.527611, 'x38': 0.45628, 'x39': 0.054047, 'x40': 0.138449, 'x41': 0.06853, 'x42': 1.0, 'x43': 0.828013, 'x44': 1.0}] as trial 170.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 170 with data: {'uniqueness': (0.202475, None), 'validity': (0.889, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.708023, 'x3': 0.465862, 'x4': 0.524427, 'x5': 0.407643, 'x6': 0.715442, 'x7': 0.353327, 'x8': 0.0, 'x9': 0.59307, 'x10': 0.0, 'x11': 0.346511, 'x12': 0.308413, 'x13': 0.34141, 'x14': 0.142257, 'x15': 0.0, 'x16': 0.083766, 'x17': 0.713904, 'x18': 0.879218, 'x19': 0.431395, 'x20': 0.269939, 'x21': 1.0, 'x22': 0.0, 'x23': 0.735815, 'x24': 0.0, 'x25': 0.0, 'x26': 0.813525, 'x27': 0.214637, 'x28': 0.0, 'x29': 0.047783, 'x30': 0.712197, 'x31': 0.553662, 'x32': 0.0, 'x33': 0.272962, 'x34': 0.672333, 'x35': 0.678289, 'x36': 0.994667, 'x37': 0.805872, 'x38': 1.0, 'x39': 0.390163, 'x40': 0.228568, 'x41': 0.160581, 'x42': 1.0, 'x43': 0.63552, 'x44': 0.916043}] as trial 171.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 171 with data: {'uniqueness': (0.037858, None), 'validity': (0.9562, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.208813, 'x2': 0.908167, 'x3': 0.28993, 'x4': 0.276631, 'x5': 0.224293, 'x6': 0.715359, 'x7': 0.46676, 'x8': 0.0, 'x9': 0.585802, 'x10': 0.613071, 'x11': 0.0, 'x12': 0.875008, 'x13': 0.860497, 'x14': 0.0, 'x15': 0.0, 'x16': 0.168745, 'x17': 0.0, 'x18': 0.467707, 'x19': 0.846602, 'x20': 0.36432, 'x21': 1.0, 'x22': 0.0, 'x23': 0.857622, 'x24': 0.278512, 'x25': 1.0, 'x26': 0.824901, 'x27': 1.0, 'x28': 0.0, 'x29': 0.071465, 'x30': 0.646309, 'x31': 0.596521, 'x32': 1.0, 'x33': 0.325436, 'x34': 0.703255, 'x35': 0.764417, 'x36': 0.794948, 'x37': 0.458544, 'x38': 0.0, 'x39': 0.085548, 'x40': 0.0, 'x41': 0.0, 'x42': 1.0, 'x43': 0.827452, 'x44': 1.0}] as trial 172.\n",
      "[INFO 11-19 00:48:35] ax.service.ax_client: Completed trial 172 with data: {'uniqueness': (0.202245, None), 'validity': (0.8821, None)}.\n",
      "[INFO 11-19 00:48:35] ax.core.experiment: Attached custom parameterizations [{'x1': 0.086035, 'x2': 0.905333, 'x3': 0.371788, 'x4': 0.439967, 'x5': 0.397061, 'x6': 0.774479, 'x7': 0.323598, 'x8': 0.0, 'x9': 0.594175, 'x10': 0.0, 'x11': 0.126846, 'x12': 1.0, 'x13': 0.908952, 'x14': 0.021562, 'x15': 0.0, 'x16': 0.072186, 'x17': 1.0, 'x18': 0.603259, 'x19': 0.597611, 'x20': 0.212504, 'x21': 1.0, 'x22': 0.0, 'x23': 0.848228, 'x24': 0.0, 'x25': 1.0, 'x26': 0.873664, 'x27': 0.0, 'x28': 0.0, 'x29': 0.04237, 'x30': 0.182822, 'x31': 0.0, 'x32': 1.0, 'x33': 0.373479, 'x34': 0.699406, 'x35': 0.612733, 'x36': 0.934827, 'x37': 0.378722, 'x38': 0.620897, 'x39': 0.137742, 'x40': 0.022496, 'x41': 0.219332, 'x42': 1.0, 'x43': 0.790844, 'x44': 1.0}] as trial 173.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 173 with data: {'uniqueness': (0.026362, None), 'validity': (0.9597, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.644279, 'x3': 0.534586, 'x4': 0.604685, 'x5': 0.434652, 'x6': 0.648654, 'x7': 0.38188, 'x8': 0.062953, 'x9': 0.614192, 'x10': 1.0, 'x11': 0.399507, 'x12': 0.0, 'x13': 0.563365, 'x14': 0.243969, 'x15': 0.0, 'x16': 0.124846, 'x17': 0.0, 'x18': 0.126362, 'x19': 0.502944, 'x20': 0.349377, 'x21': 1.0, 'x22': 0.71104, 'x23': 0.658775, 'x24': 0.0, 'x25': 0.0, 'x26': 0.832961, 'x27': 1.0, 'x28': 0.552931, 'x29': 0.05124, 'x30': 1.0, 'x31': 0.0, 'x32': 1.0, 'x33': 0.364553, 'x34': 0.676912, 'x35': 0.659152, 'x36': 1.0, 'x37': 0.894698, 'x38': 1.0, 'x39': 0.815904, 'x40': 0.547567, 'x41': 0.0, 'x42': 1.0, 'x43': 0.503347, 'x44': 0.555698}] as trial 174.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 174 with data: {'uniqueness': (0.027634, None), 'validity': (0.9879, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.185676, 'x2': 0.97208, 'x3': 0.259232, 'x4': 0.21256, 'x5': 0.237652, 'x6': 0.711008, 'x7': 0.438183, 'x8': 0.086334, 'x9': 0.575894, 'x10': 0.652347, 'x11': 0.0, 'x12': 0.860121, 'x13': 0.80431, 'x14': 0.0, 'x15': 0.844471, 'x16': 0.156802, 'x17': 0.0, 'x18': 0.532686, 'x19': 0.85021, 'x20': 0.449784, 'x21': 1.0, 'x22': 0.0, 'x23': 0.855408, 'x24': 0.225474, 'x25': 1.0, 'x26': 0.8587, 'x27': 0.53901, 'x28': 0.0, 'x29': 0.077325, 'x30': 0.691556, 'x31': 0.625957, 'x32': 1.0, 'x33': 0.348852, 'x34': 0.74289, 'x35': 0.733955, 'x36': 0.782205, 'x37': 0.320782, 'x38': 0.168651, 'x39': 0.136513, 'x40': 0.378965, 'x41': 0.0, 'x42': 1.0, 'x43': 0.797681, 'x44': 1.0}] as trial 175.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 175 with data: {'uniqueness': (0.204908, None), 'validity': (0.8721, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.67975, 'x3': 0.511829, 'x4': 0.624291, 'x5': 0.429497, 'x6': 0.643323, 'x7': 0.448518, 'x8': 0.10191, 'x9': 0.601053, 'x10': 0.0, 'x11': 0.41131, 'x12': 0.483755, 'x13': 0.643421, 'x14': 0.224675, 'x15': 0.0, 'x16': 0.091775, 'x17': 0.0, 'x18': 0.187442, 'x19': 0.549538, 'x20': 0.366794, 'x21': 1.0, 'x22': 0.81696, 'x23': 0.639483, 'x24': 0.0, 'x25': 0.532123, 'x26': 0.793109, 'x27': 1.0, 'x28': 0.62721, 'x29': 0.046517, 'x30': 0.043261, 'x31': 1.0, 'x32': 0.0, 'x33': 0.30351, 'x34': 0.688557, 'x35': 0.638298, 'x36': 1.0, 'x37': 0.661005, 'x38': 1.0, 'x39': 0.727377, 'x40': 0.308559, 'x41': 0.020919, 'x42': 1.0, 'x43': 0.536024, 'x44': 0.581863}] as trial 176.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 176 with data: {'uniqueness': (0.029345, None), 'validity': (0.9746, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.185475, 'x2': 0.920369, 'x3': 0.262692, 'x4': 0.247973, 'x5': 0.236093, 'x6': 0.732337, 'x7': 0.454403, 'x8': 0.083765, 'x9': 0.586156, 'x10': 0.624669, 'x11': 0.0, 'x12': 0.847015, 'x13': 0.794782, 'x14': 0.008199, 'x15': 0.0, 'x16': 0.163029, 'x17': 0.0, 'x18': 0.516084, 'x19': 0.815909, 'x20': 0.453836, 'x21': 1.0, 'x22': 0.0, 'x23': 0.849745, 'x24': 0.158461, 'x25': 1.0, 'x26': 0.822541, 'x27': 1.0, 'x28': 0.0, 'x29': 0.063264, 'x30': 0.653287, 'x31': 0.567172, 'x32': 1.0, 'x33': 0.303363, 'x34': 0.727862, 'x35': 0.672087, 'x36': 0.810749, 'x37': 0.747177, 'x38': 0.08692, 'x39': 0.111328, 'x40': 0.0, 'x41': 0.406875, 'x42': 1.0, 'x43': 0.830212, 'x44': 1.0}] as trial 177.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 177 with data: {'uniqueness': (0.204502, None), 'validity': (0.8929, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.084561, 'x2': 0.753468, 'x3': 0.413993, 'x4': 0.3787, 'x5': 0.326593, 'x6': 0.747946, 'x7': 0.183786, 'x8': 0.034964, 'x9': 0.575059, 'x10': 1.0, 'x11': 0.204941, 'x12': 0.064135, 'x13': 0.428612, 'x14': 0.026516, 'x15': 0.0, 'x16': 0.203959, 'x17': 0.443164, 'x18': 0.0, 'x19': 0.480694, 'x20': 0.300186, 'x21': 0.992293, 'x22': 0.0, 'x23': 0.801019, 'x24': 0.0, 'x25': 0.965986, 'x26': 0.805167, 'x27': 0.427682, 'x28': 0.0, 'x29': 0.060581, 'x30': 0.276644, 'x31': 0.0, 'x32': 0.0, 'x33': 0.325366, 'x34': 0.666313, 'x35': 0.669361, 'x36': 0.741815, 'x37': 0.981259, 'x38': 1.0, 'x39': 0.204782, 'x40': 0.0, 'x41': 0.117516, 'x42': 1.0, 'x43': 0.753194, 'x44': 1.0}] as trial 178.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 178 with data: {'uniqueness': (0.023347, None), 'validity': (0.9937, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.117794, 'x2': 0.727057, 'x3': 0.373183, 'x4': 0.349417, 'x5': 0.316051, 'x6': 0.775536, 'x7': 0.148853, 'x8': 0.022747, 'x9': 0.564805, 'x10': 1.0, 'x11': 0.156913, 'x12': 1.0, 'x13': 0.052371, 'x14': 0.0, 'x15': 0.0, 'x16': 0.230442, 'x17': 0.437337, 'x18': 0.0, 'x19': 0.487278, 'x20': 0.273921, 'x21': 0.99832, 'x22': 0.0, 'x23': 0.850427, 'x24': 0.0, 'x25': 1.0, 'x26': 0.79837, 'x27': 0.190141, 'x28': 0.0, 'x29': 0.068875, 'x30': 0.0, 'x31': 0.0, 'x32': 0.0, 'x33': 0.326669, 'x34': 0.660377, 'x35': 0.705972, 'x36': 0.727281, 'x37': 0.82893, 'x38': 1.0, 'x39': 0.129205, 'x40': 0.003506, 'x41': 0.255257, 'x42': 1.0, 'x43': 0.791462, 'x44': 1.0}] as trial 179.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 179 with data: {'uniqueness': (0.007215, None), 'validity': (0.9979, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.194605, 'x2': 0.897197, 'x3': 0.262752, 'x4': 0.277972, 'x5': 0.241993, 'x6': 0.738026, 'x7': 0.445069, 'x8': 0.077078, 'x9': 0.590631, 'x10': 0.660496, 'x11': 0.0, 'x12': 1.0, 'x13': 0.829771, 'x14': 0.0, 'x15': 0.0, 'x16': 0.195631, 'x17': 0.04943, 'x18': 0.507309, 'x19': 0.842443, 'x20': 0.476806, 'x21': 1.0, 'x22': 0.0, 'x23': 0.853191, 'x24': 0.196495, 'x25': 1.0, 'x26': 0.836464, 'x27': 0.943509, 'x28': 0.0, 'x29': 0.070479, 'x30': 0.608087, 'x31': 0.0, 'x32': 1.0, 'x33': 0.309615, 'x34': 0.719397, 'x35': 0.680904, 'x36': 0.791207, 'x37': 1.0, 'x38': 0.376253, 'x39': 0.089152, 'x40': 0.0, 'x41': 0.284251, 'x42': 0.768148, 'x43': 0.833975, 'x44': 1.0}] as trial 180.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 180 with data: {'uniqueness': (0.125287, None), 'validity': (0.9139, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.178396, 'x2': 0.921176, 'x3': 0.252667, 'x4': 0.29878, 'x5': 0.22742, 'x6': 0.723442, 'x7': 0.424796, 'x8': 0.078528, 'x9': 0.584202, 'x10': 0.681548, 'x11': 0.0, 'x12': 0.859362, 'x13': 0.8108, 'x14': 0.0, 'x15': 0.0, 'x16': 0.191672, 'x17': 0.035528, 'x18': 0.521605, 'x19': 0.812154, 'x20': 0.480056, 'x21': 1.0, 'x22': 0.0, 'x23': 0.853139, 'x24': 0.143929, 'x25': 1.0, 'x26': 0.843924, 'x27': 1.0, 'x28': 0.0, 'x29': 0.060418, 'x30': 0.653202, 'x31': 0.528973, 'x32': 1.0, 'x33': 0.325692, 'x34': 0.734734, 'x35': 0.668346, 'x36': 0.792007, 'x37': 1.0, 'x38': 0.393261, 'x39': 0.0528, 'x40': 0.0, 'x41': 0.292744, 'x42': 1.0, 'x43': 0.809279, 'x44': 1.0}] as trial 181.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 181 with data: {'uniqueness': (0.199376, None), 'validity': (0.8978, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.121373, 'x2': 0.730327, 'x3': 0.393007, 'x4': 0.433458, 'x5': 0.337568, 'x6': 0.745313, 'x7': 0.240573, 'x8': 0.0, 'x9': 0.585336, 'x10': 1.0, 'x11': 0.201574, 'x12': 0.427535, 'x13': 0.105647, 'x14': 0.000264, 'x15': 0.0, 'x16': 0.208176, 'x17': 0.351921, 'x18': 0.108576, 'x19': 0.475741, 'x20': 0.306737, 'x21': 1.0, 'x22': 0.0, 'x23': 0.840953, 'x24': 0.0, 'x25': 0.0, 'x26': 0.80467, 'x27': 0.40303, 'x28': 0.0, 'x29': 0.053397, 'x30': 1.0, 'x31': 0.0, 'x32': 0.0, 'x33': 0.306761, 'x34': 0.66805, 'x35': 0.671215, 'x36': 0.734416, 'x37': 0.682027, 'x38': 1.0, 'x39': 0.327903, 'x40': 0.0, 'x41': 0.068955, 'x42': 1.0, 'x43': 0.756177, 'x44': 1.0}] as trial 182.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 182 with data: {'uniqueness': (0.036526, None), 'validity': (0.9719, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.633589, 'x3': 0.537095, 'x4': 0.556174, 'x5': 0.379031, 'x6': 0.648101, 'x7': 0.265323, 'x8': 0.09401, 'x9': 0.60807, 'x10': 1.0, 'x11': 0.296555, 'x12': 0.0, 'x13': 0.530282, 'x14': 0.188061, 'x15': 0.0, 'x16': 0.209621, 'x17': 0.189103, 'x18': 0.066634, 'x19': 0.502321, 'x20': 0.361382, 'x21': 1.0, 'x22': 0.0, 'x23': 0.647676, 'x24': 0.0, 'x25': 0.256088, 'x26': 0.801883, 'x27': 0.919198, 'x28': 0.112514, 'x29': 0.05328, 'x30': 0.074296, 'x31': 1.0, 'x32': 1.0, 'x33': 0.288252, 'x34': 0.661563, 'x35': 0.660016, 'x36': 1.0, 'x37': 1.0, 'x38': 1.0, 'x39': 0.506511, 'x40': 0.128616, 'x41': 0.042417, 'x42': 1.0, 'x43': 0.576412, 'x44': 0.841157}] as trial 183.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 183 with data: {'uniqueness': (0.019401, None), 'validity': (0.9948, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.031598, 'x2': 0.598004, 'x3': 0.571278, 'x4': 0.464264, 'x5': 0.332994, 'x6': 0.663947, 'x7': 0.072647, 'x8': 0.086865, 'x9': 0.597606, 'x10': 1.0, 'x11': 0.17662, 'x12': 1.0, 'x13': 0.525597, 'x14': 0.116938, 'x15': 0.0, 'x16': 0.269842, 'x17': 0.116032, 'x18': 0.0, 'x19': 0.521688, 'x20': 0.366669, 'x21': 1.0, 'x22': 0.004146, 'x23': 0.718714, 'x24': 0.0, 'x25': 0.339674, 'x26': 0.81078, 'x27': 0.831734, 'x28': 0.0, 'x29': 0.055549, 'x30': 0.0, 'x31': 1.0, 'x32': 0.0, 'x33': 0.342507, 'x34': 0.655577, 'x35': 0.69122, 'x36': 1.0, 'x37': 1.0, 'x38': 1.0, 'x39': 0.419262, 'x40': 0.0, 'x41': 0.041852, 'x42': 1.0, 'x43': 0.660751, 'x44': 1.0}] as trial 184.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 184 with data: {'uniqueness': (0.01496, None), 'validity': (0.996, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.177833, 'x2': 0.890926, 'x3': 0.26657, 'x4': 0.235723, 'x5': 0.239829, 'x6': 0.733802, 'x7': 0.435555, 'x8': 0.078351, 'x9': 0.592085, 'x10': 0.667447, 'x11': 0.0, 'x12': 0.84792, 'x13': 0.802359, 'x14': 0.024151, 'x15': 0.0, 'x16': 0.192275, 'x17': 0.0, 'x18': 0.504203, 'x19': 0.819671, 'x20': 0.453413, 'x21': 1.0, 'x22': 0.0, 'x23': 0.820073, 'x24': 0.165249, 'x25': 1.0, 'x26': 0.820029, 'x27': 1.0, 'x28': 0.0, 'x29': 0.058254, 'x30': 0.60835, 'x31': 0.524741, 'x32': 1.0, 'x33': 0.275971, 'x34': 0.709459, 'x35': 0.712578, 'x36': 0.814281, 'x37': 1.0, 'x38': 0.0, 'x39': 0.085864, 'x40': 0.0, 'x41': 0.25935, 'x42': 1.0, 'x43': 0.80248, 'x44': 1.0}] as trial 185.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 185 with data: {'uniqueness': (0.196276, None), 'validity': (0.9023, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.604151, 'x3': 0.526675, 'x4': 0.46943, 'x5': 0.355432, 'x6': 0.673403, 'x7': 0.234833, 'x8': 0.124842, 'x9': 0.613534, 'x10': 0.0, 'x11': 0.216262, 'x12': 0.0, 'x13': 0.373443, 'x14': 0.194996, 'x15': 0.0, 'x16': 0.261006, 'x17': 0.0, 'x18': 0.0, 'x19': 0.589757, 'x20': 0.37267, 'x21': 1.0, 'x22': 0.0, 'x23': 0.614951, 'x24': 0.0, 'x25': 0.76468, 'x26': 0.759044, 'x27': 0.791114, 'x28': 0.0, 'x29': 0.055121, 'x30': 1.0, 'x31': 0.187709, 'x32': 0.0, 'x33': 0.213945, 'x34': 0.655665, 'x35': 0.680938, 'x36': 1.0, 'x37': 1.0, 'x38': 1.0, 'x39': 0.379001, 'x40': 0.356075, 'x41': 0.21801, 'x42': 1.0, 'x43': 0.549727, 'x44': 0.774458}] as trial 186.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 186 with data: {'uniqueness': (0.010933, None), 'validity': (0.9787, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.081903, 'x2': 0.67496, 'x3': 0.384301, 'x4': 0.47643, 'x5': 0.353745, 'x6': 0.681041, 'x7': 0.125915, 'x8': 0.093133, 'x9': 0.576639, 'x10': 1.0, 'x11': 0.290943, 'x12': 0.43869, 'x13': 0.094439, 'x14': 0.069075, 'x15': 0.0, 'x16': 0.231994, 'x17': 0.219451, 'x18': 0.474061, 'x19': 0.464405, 'x20': 0.326679, 'x21': 1.0, 'x22': 0.0, 'x23': 0.764983, 'x24': 0.0, 'x25': 0.937733, 'x26': 0.778228, 'x27': 0.225555, 'x28': 0.0, 'x29': 0.068022, 'x30': 0.0, 'x31': 0.825992, 'x32': 0.0, 'x33': 0.246611, 'x34': 0.664412, 'x35': 0.708415, 'x36': 0.702838, 'x37': 1.0, 'x38': 1.0, 'x39': 0.145911, 'x40': 0.0, 'x41': 0.032538, 'x42': 1.0, 'x43': 0.714967, 'x44': 1.0}] as trial 187.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 187 with data: {'uniqueness': (0.046065, None), 'validity': (0.9834, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.185548, 'x2': 0.878808, 'x3': 0.266072, 'x4': 0.289802, 'x5': 0.261243, 'x6': 0.752027, 'x7': 0.434146, 'x8': 0.082276, 'x9': 0.590316, 'x10': 0.650272, 'x11': 0.0, 'x12': 1.0, 'x13': 0.826899, 'x14': 0.009935, 'x15': 0.0, 'x16': 0.186801, 'x17': 0.355281, 'x18': 0.508727, 'x19': 0.832512, 'x20': 0.458466, 'x21': 1.0, 'x22': 0.0, 'x23': 0.841308, 'x24': 0.183714, 'x25': 1.0, 'x26': 0.826424, 'x27': 0.725556, 'x28': 0.0, 'x29': 0.075758, 'x30': 0.547629, 'x31': 0.556544, 'x32': 1.0, 'x33': 0.30228, 'x34': 0.717308, 'x35': 0.673466, 'x36': 0.799225, 'x37': 0.886371, 'x38': 0.411425, 'x39': 0.082749, 'x40': 0.0, 'x41': 0.359266, 'x42': 0.710239, 'x43': 0.823103, 'x44': 1.0}] as trial 188.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 188 with data: {'uniqueness': (0.18983, None), 'validity': (0.9066, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.042914, 'x2': 0.670933, 'x3': 0.395287, 'x4': 0.572823, 'x5': 0.372643, 'x6': 0.679094, 'x7': 0.217009, 'x8': 0.10385, 'x9': 0.588511, 'x10': 0.0, 'x11': 0.301972, 'x12': 1.0, 'x13': 0.175352, 'x14': 0.11023, 'x15': 0.0, 'x16': 0.21506, 'x17': 0.172803, 'x18': 0.338036, 'x19': 0.560581, 'x20': 0.36025, 'x21': 1.0, 'x22': 0.0, 'x23': 0.726624, 'x24': 0.0, 'x25': 0.85047, 'x26': 0.754725, 'x27': 0.899472, 'x28': 0.026815, 'x29': 0.067272, 'x30': 0.0, 'x31': 0.979386, 'x32': 1.0, 'x33': 0.2399, 'x34': 0.665081, 'x35': 0.642633, 'x36': 0.747405, 'x37': 1.0, 'x38': 1.0, 'x39': 0.325868, 'x40': 0.0, 'x41': 0.217951, 'x42': 1.0, 'x43': 0.694767, 'x44': 1.0}] as trial 189.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 189 with data: {'uniqueness': (0.020132, None), 'validity': (0.9885, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.185328, 'x2': 0.867705, 'x3': 0.274026, 'x4': 0.261779, 'x5': 0.245085, 'x6': 0.749752, 'x7': 0.425402, 'x8': 0.075463, 'x9': 0.588307, 'x10': 0.646221, 'x11': 0.0, 'x12': 0.887567, 'x13': 0.810519, 'x14': 0.010995, 'x15': 0.0, 'x16': 0.192315, 'x17': 0.81438, 'x18': 0.518953, 'x19': 0.804717, 'x20': 0.451416, 'x21': 1.0, 'x22': 0.0, 'x23': 0.850997, 'x24': 0.174687, 'x25': 1.0, 'x26': 0.819534, 'x27': 0.7014, 'x28': 0.0, 'x29': 0.067228, 'x30': 0.582001, 'x31': 0.54121, 'x32': 1.0, 'x33': 0.308732, 'x34': 0.720265, 'x35': 0.684811, 'x36': 0.797359, 'x37': 1.0, 'x38': 0.434859, 'x39': 0.092376, 'x40': 0.0, 'x41': 0.342242, 'x42': 1.0, 'x43': 0.821, 'x44': 1.0}] as trial 190.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 190 with data: {'uniqueness': (0.198159, None), 'validity': (0.9018, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.172996, 'x2': 0.860069, 'x3': 0.278189, 'x4': 0.342928, 'x5': 0.269186, 'x6': 0.757559, 'x7': 0.414976, 'x8': 0.078851, 'x9': 0.587959, 'x10': 0.658702, 'x11': 0.0, 'x12': 0.884404, 'x13': 0.802442, 'x14': 0.020161, 'x15': 0.0, 'x16': 0.148378, 'x17': 0.0, 'x18': 0.561382, 'x19': 0.82649, 'x20': 0.477253, 'x21': 1.0, 'x22': 0.0, 'x23': 0.843093, 'x24': 0.150352, 'x25': 1.0, 'x26': 0.82498, 'x27': 1.0, 'x28': 0.0, 'x29': 0.074339, 'x30': 0.519978, 'x31': 0.548449, 'x32': 1.0, 'x33': 0.302103, 'x34': 0.73121, 'x35': 0.646775, 'x36': 0.79675, 'x37': 0.708741, 'x38': 0.0, 'x39': 0.080571, 'x40': 0.0, 'x41': 0.244137, 'x42': 1.0, 'x43': 0.812826, 'x44': 1.0}] as trial 191.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 191 with data: {'uniqueness': (0.186703, None), 'validity': (0.9175, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.170164, 'x2': 0.896803, 'x3': 0.274098, 'x4': 0.307089, 'x5': 0.306768, 'x6': 0.734622, 'x7': 0.419851, 'x8': 0.090655, 'x9': 0.585979, 'x10': 0.650483, 'x11': 0.0, 'x12': 0.907313, 'x13': 0.802535, 'x14': 0.036446, 'x15': 0.0, 'x16': 0.183933, 'x17': 0.0, 'x18': 0.49753, 'x19': 0.796342, 'x20': 0.495913, 'x21': 1.0, 'x22': 0.0, 'x23': 0.825461, 'x24': 0.146685, 'x25': 1.0, 'x26': 0.841687, 'x27': 1.0, 'x28': 0.0, 'x29': 0.062121, 'x30': 0.619181, 'x31': 0.537894, 'x32': 1.0, 'x33': 0.290482, 'x34': 0.718791, 'x35': 0.66314, 'x36': 0.811224, 'x37': 0.638501, 'x38': 0.0, 'x39': 0.089135, 'x40': 0.0, 'x41': 0.327525, 'x42': 1.0, 'x43': 0.808906, 'x44': 1.0}] as trial 192.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 192 with data: {'uniqueness': (0.188054, None), 'validity': (0.9141, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.059867, 'x2': 0.674202, 'x3': 0.445247, 'x4': 0.572117, 'x5': 0.354095, 'x6': 0.715476, 'x7': 0.183126, 'x8': 0.082398, 'x9': 0.579694, 'x10': 1.0, 'x11': 0.272734, 'x12': 0.205904, 'x13': 0.041945, 'x14': 0.05039, 'x15': 0.0, 'x16': 0.204977, 'x17': 0.0, 'x18': 0.609301, 'x19': 0.574636, 'x20': 0.376186, 'x21': 1.0, 'x22': 0.0, 'x23': 0.794893, 'x24': 0.0, 'x25': 0.646347, 'x26': 0.795151, 'x27': 0.730618, 'x28': 0.0, 'x29': 0.074084, 'x30': 0.0, 'x31': 0.0, 'x32': 1.0, 'x33': 0.309649, 'x34': 0.662157, 'x35': 0.658988, 'x36': 0.77996, 'x37': 0.913635, 'x38': 1.0, 'x39': 0.305075, 'x40': 0.0, 'x41': 0.051882, 'x42': 1.0, 'x43': 0.743847, 'x44': 1.0}] as trial 193.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 193 with data: {'uniqueness': (0.014599, None), 'validity': (0.9932, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.638846, 'x3': 0.509942, 'x4': 0.846995, 'x5': 0.419888, 'x6': 0.676335, 'x7': 0.276592, 'x8': 0.110126, 'x9': 0.624686, 'x10': 1.0, 'x11': 0.456324, 'x12': 0.0, 'x13': 0.70483, 'x14': 0.143045, 'x15': 0.0, 'x16': 0.109456, 'x17': 0.0, 'x18': 0.918132, 'x19': 0.618783, 'x20': 0.39131, 'x21': 1.0, 'x22': 0.0, 'x23': 0.729464, 'x24': 0.0, 'x25': 0.443647, 'x26': 0.796769, 'x27': 1.0, 'x28': 0.240118, 'x29': 0.043866, 'x30': 0.279959, 'x31': 0.436322, 'x32': 0.0, 'x33': 0.320219, 'x34': 0.671925, 'x35': 0.595141, 'x36': 0.912828, 'x37': 0.978606, 'x38': 1.0, 'x39': 0.638464, 'x40': 0.073019, 'x41': 0.0, 'x42': 1.0, 'x43': 0.609564, 'x44': 0.877429}] as trial 194.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 194 with data: {'uniqueness': (0.039294, None), 'validity': (0.9798, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.177454, 'x2': 0.870179, 'x3': 0.269508, 'x4': 0.374708, 'x5': 0.247249, 'x6': 0.744588, 'x7': 0.430733, 'x8': 0.08049, 'x9': 0.591561, 'x10': 0.631321, 'x11': 0.0, 'x12': 0.898885, 'x13': 0.799058, 'x14': 0.030699, 'x15': 0.0, 'x16': 0.145754, 'x17': 0.0, 'x18': 0.518088, 'x19': 0.871613, 'x20': 0.442185, 'x21': 1.0, 'x22': 0.0, 'x23': 0.852978, 'x24': 0.145977, 'x25': 1.0, 'x26': 0.804378, 'x27': 0.514415, 'x28': 0.0, 'x29': 0.092601, 'x30': 0.596133, 'x31': 0.551156, 'x32': 1.0, 'x33': 0.288853, 'x34': 0.718791, 'x35': 0.6251, 'x36': 0.815702, 'x37': 0.811885, 'x38': 0.289404, 'x39': 0.049357, 'x40': 0.0, 'x41': 0.539201, 'x42': 1.0, 'x43': 0.837618, 'x44': 1.0}] as trial 195.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 195 with data: {'uniqueness': (0.191318, None), 'validity': (0.9053, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.628974, 'x3': 0.523481, 'x4': 0.746443, 'x5': 0.449479, 'x6': 0.659731, 'x7': 0.330906, 'x8': 0.104328, 'x9': 0.617668, 'x10': 1.0, 'x11': 0.327293, 'x12': 0.0, 'x13': 0.0, 'x14': 0.150893, 'x15': 0.0, 'x16': 0.218264, 'x17': 0.0, 'x18': 0.24085, 'x19': 0.628554, 'x20': 0.408345, 'x21': 1.0, 'x22': 0.0, 'x23': 0.697993, 'x24': 0.0, 'x25': 0.721979, 'x26': 0.791538, 'x27': 1.0, 'x28': 0.09996, 'x29': 0.051255, 'x30': 0.532655, 'x31': 0.842979, 'x32': 0.0, 'x33': 0.287685, 'x34': 0.662965, 'x35': 0.636844, 'x36': 0.935455, 'x37': 0.744462, 'x38': 1.0, 'x39': 0.51298, 'x40': 0.232909, 'x41': 0.15712, 'x42': 1.0, 'x43': 0.622911, 'x44': 0.912568}] as trial 196.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 196 with data: {'uniqueness': (0.077606, None), 'validity': (0.9806, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.536591, 'x3': 0.504459, 'x4': 0.818094, 'x5': 0.451892, 'x6': 0.66172, 'x7': 0.450188, 'x8': 0.140677, 'x9': 0.645609, 'x10': 1.0, 'x11': 0.399503, 'x12': 0.0, 'x13': 0.162008, 'x14': 0.230518, 'x15': 0.0, 'x16': 0.172928, 'x17': 0.0, 'x18': 0.513966, 'x19': 0.613848, 'x20': 0.386381, 'x21': 1.0, 'x22': 0.0, 'x23': 0.606665, 'x24': 0.0, 'x25': 0.74931, 'x26': 0.742368, 'x27': 1.0, 'x28': 0.560577, 'x29': 0.033148, 'x30': 1.0, 'x31': 1.0, 'x32': 1.0, 'x33': 0.182438, 'x34': 0.679962, 'x35': 0.589759, 'x36': 1.0, 'x37': 0.890658, 'x38': 1.0, 'x39': 0.590307, 'x40': 0.510282, 'x41': 0.171775, 'x42': 1.0, 'x43': 0.493969, 'x44': 0.592888}] as trial 197.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 197 with data: {'uniqueness': (0.040902, None), 'validity': (0.9584, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.670261, 'x3': 0.607844, 'x4': 0.700251, 'x5': 0.462142, 'x6': 0.634583, 'x7': 0.321186, 'x8': 0.094721, 'x9': 0.609545, 'x10': 0.617983, 'x11': 0.407806, 'x12': 0.462796, 'x13': 0.0, 'x14': 0.159525, 'x15': 0.0, 'x16': 0.271795, 'x17': 0.0, 'x18': 0.0, 'x19': 0.691671, 'x20': 0.385331, 'x21': 1.0, 'x22': 0.0, 'x23': 0.697127, 'x24': 0.0, 'x25': 0.0, 'x26': 0.812163, 'x27': 1.0, 'x28': 0.062003, 'x29': 0.054101, 'x30': 0.367114, 'x31': 0.563829, 'x32': 0.0, 'x33': 0.370511, 'x34': 0.666097, 'x35': 0.676006, 'x36': 0.986416, 'x37': 0.796612, 'x38': 1.0, 'x39': 0.829373, 'x40': 0.346337, 'x41': 0.133146, 'x42': 1.0, 'x43': 0.635533, 'x44': 0.968259}] as trial 198.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 198 with data: {'uniqueness': (0.037684, None), 'validity': (0.9898, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.722837, 'x3': 0.481799, 'x4': 0.641125, 'x5': 0.439358, 'x6': 0.685505, 'x7': 0.174401, 'x8': 0.068588, 'x9': 0.584339, 'x10': 0.218085, 'x11': 0.323535, 'x12': 0.0, 'x13': 0.022183, 'x14': 0.080013, 'x15': 0.0, 'x16': 0.204737, 'x17': 0.0, 'x18': 0.331761, 'x19': 0.649569, 'x20': 0.381682, 'x21': 0.998692, 'x22': 0.0, 'x23': 0.737651, 'x24': 0.0, 'x25': 0.453484, 'x26': 0.815216, 'x27': 1.0, 'x28': 0.0, 'x29': 0.069933, 'x30': 0.0, 'x31': 1.0, 'x32': 0.0, 'x33': 0.384849, 'x34': 0.661604, 'x35': 0.668262, 'x36': 0.774638, 'x37': 0.632158, 'x38': 1.0, 'x39': 0.457052, 'x40': 0.103351, 'x41': 0.0, 'x42': 1.0, 'x43': 0.715158, 'x44': 1.0}] as trial 199.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 199 with data: {'uniqueness': (0.039869, None), 'validity': (0.9782, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.154644, 'x2': 0.932217, 'x3': 0.272021, 'x4': 0.257247, 'x5': 0.252755, 'x6': 0.760738, 'x7': 0.398425, 'x8': 0.073893, 'x9': 0.594721, 'x10': 0.689904, 'x11': 0.0, 'x12': 0.894241, 'x13': 0.834124, 'x14': 0.0, 'x15': 0.0, 'x16': 0.157757, 'x17': 0.05217, 'x18': 0.581305, 'x19': 0.791399, 'x20': 0.457793, 'x21': 1.0, 'x22': 0.0, 'x23': 0.845622, 'x24': 0.145368, 'x25': 1.0, 'x26': 0.858164, 'x27': 1.0, 'x28': 0.0, 'x29': 0.060729, 'x30': 0.589533, 'x31': 0.526054, 'x32': 1.0, 'x33': 0.335534, 'x34': 0.725217, 'x35': 0.665534, 'x36': 0.770794, 'x37': 0.609409, 'x38': 0.417269, 'x39': 0.094133, 'x40': 0.0, 'x41': 0.155573, 'x42': 1.0, 'x43': 0.821068, 'x44': 1.0}] as trial 200.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 200 with data: {'uniqueness': (0.188904, None), 'validity': (0.9084, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.0, 'x2': 0.735314, 'x3': 0.506411, 'x4': 0.572102, 'x5': 0.449349, 'x6': 0.648876, 'x7': 0.09487, 'x8': 0.034633, 'x9': 0.597635, 'x10': 1.0, 'x11': 0.361912, 'x12': 0.0, 'x13': 0.0, 'x14': 0.096113, 'x15': 0.0, 'x16': 0.222982, 'x17': 0.0, 'x18': 0.763173, 'x19': 0.702632, 'x20': 0.341863, 'x21': 1.0, 'x22': 0.0, 'x23': 0.781242, 'x24': 0.0, 'x25': 0.687828, 'x26': 0.867616, 'x27': 1.0, 'x28': 0.0, 'x29': 0.051686, 'x30': 0.680077, 'x31': 0.301197, 'x32': 0.0, 'x33': 0.454701, 'x34': 0.672165, 'x35': 0.669469, 'x36': 0.864354, 'x37': 0.886785, 'x38': 1.0, 'x39': 0.631551, 'x40': 0.43443, 'x41': 0.002487, 'x42': 1.0, 'x43': 0.707513, 'x44': 1.0}] as trial 201.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 201 with data: {'uniqueness': (0.058273, None), 'validity': (0.961, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.162387, 'x2': 0.830371, 'x3': 0.278899, 'x4': 0.337194, 'x5': 0.280051, 'x6': 0.714629, 'x7': 0.413287, 'x8': 0.0595, 'x9': 0.581352, 'x10': 0.703813, 'x11': 0.0, 'x12': 0.395221, 'x13': 0.816852, 'x14': 0.029077, 'x15': 0.0, 'x16': 0.180125, 'x17': 0.144044, 'x18': 0.525917, 'x19': 0.835626, 'x20': 0.480505, 'x21': 1.0, 'x22': 0.0, 'x23': 0.842505, 'x24': 0.193385, 'x25': 1.0, 'x26': 0.839123, 'x27': 1.0, 'x28': 0.0, 'x29': 0.079711, 'x30': 0.595401, 'x31': 0.550835, 'x32': 1.0, 'x33': 0.318815, 'x34': 0.722203, 'x35': 0.667949, 'x36': 0.778031, 'x37': 0.942415, 'x38': 0.0, 'x39': 0.021712, 'x40': 0.0, 'x41': 0.205354, 'x42': 1.0, 'x43': 0.804467, 'x44': 1.0}] as trial 202.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 202 with data: {'uniqueness': (0.133911, None), 'validity': (0.923, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.157859, 'x2': 0.844276, 'x3': 0.275767, 'x4': 0.34095, 'x5': 0.28045, 'x6': 0.696057, 'x7': 0.418766, 'x8': 0.046289, 'x9': 0.56113, 'x10': 0.655382, 'x11': 0.0, 'x12': 0.844315, 'x13': 0.820725, 'x14': 0.041751, 'x15': 0.0, 'x16': 0.203109, 'x17': 0.359774, 'x18': 0.545275, 'x19': 0.854801, 'x20': 0.47472, 'x21': 0.968002, 'x22': 0.0, 'x23': 0.837509, 'x24': 0.184642, 'x25': 1.0, 'x26': 0.845945, 'x27': 1.0, 'x28': 0.0, 'x29': 0.075915, 'x30': 0.591515, 'x31': 0.538524, 'x32': 1.0, 'x33': 0.331596, 'x34': 0.716129, 'x35': 0.677747, 'x36': 0.784094, 'x37': 1.0, 'x38': 0.0, 'x39': 0.022551, 'x40': 0.0, 'x41': 0.202811, 'x42': 1.0, 'x43': 0.797313, 'x44': 1.0}] as trial 203.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 203 with data: {'uniqueness': (0.198453, None), 'validity': (0.905, None)}.\n",
      "[INFO 11-19 00:48:36] ax.core.experiment: Attached custom parameterizations [{'x1': 0.025727, 'x2': 0.730614, 'x3': 0.362948, 'x4': 0.709793, 'x5': 0.434923, 'x6': 0.621658, 'x7': 0.244499, 'x8': 0.0, 'x9': 0.58328, 'x10': 1.0, 'x11': 0.197095, 'x12': 0.0, 'x13': 0.0, 'x14': 0.085762, 'x15': 0.0, 'x16': 0.235137, 'x17': 0.0, 'x18': 0.0, 'x19': 0.740867, 'x20': 0.399835, 'x21': 1.0, 'x22': 0.0, 'x23': 0.765654, 'x24': 0.473928, 'x25': 0.0, 'x26': 0.818751, 'x27': 0.478446, 'x28': 0.0, 'x29': 0.093296, 'x30': 0.0, 'x31': 0.506488, 'x32': 0.0, 'x33': 0.387235, 'x34': 0.676058, 'x35': 0.687334, 'x36': 0.970196, 'x37': 1.0, 'x38': 0.194314, 'x39': 0.0, 'x40': 0.109621, 'x41': 0.17749, 'x42': 1.0, 'x43': 0.7266, 'x44': 1.0}] as trial 204.\n",
      "[INFO 11-19 00:48:36] ax.service.ax_client: Completed trial 204 with data: {'uniqueness': (0.03273, None), 'validity': (0.9716, None)}.\n",
      "[WARNING 11-19 00:48:36] ax.service.utils.report_utils: Column reason missing for all trials. Not appending column.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trial_index</th>\n",
       "      <th>arm_name</th>\n",
       "      <th>trial_status</th>\n",
       "      <th>generation_method</th>\n",
       "      <th>uniqueness</th>\n",
       "      <th>validity</th>\n",
       "      <th>x1</th>\n",
       "      <th>x2</th>\n",
       "      <th>x3</th>\n",
       "      <th>x4</th>\n",
       "      <th>...</th>\n",
       "      <th>x35</th>\n",
       "      <th>x36</th>\n",
       "      <th>x37</th>\n",
       "      <th>x38</th>\n",
       "      <th>x39</th>\n",
       "      <th>x40</th>\n",
       "      <th>x41</th>\n",
       "      <th>x42</th>\n",
       "      <th>x43</th>\n",
       "      <th>x44</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>Manual</td>\n",
       "      <td>0.045676</td>\n",
       "      <td>0.3897</td>\n",
       "      <td>0.997513</td>\n",
       "      <td>0.104366</td>\n",
       "      <td>0.822979</td>\n",
       "      <td>0.419432</td>\n",
       "      <td>...</td>\n",
       "      <td>0.017679</td>\n",
       "      <td>0.318375</td>\n",
       "      <td>0.428213</td>\n",
       "      <td>0.382799</td>\n",
       "      <td>0.169766</td>\n",
       "      <td>0.086547</td>\n",
       "      <td>0.408415</td>\n",
       "      <td>0.358370</td>\n",
       "      <td>0.470249</td>\n",
       "      <td>0.487025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>Manual</td>\n",
       "      <td>0.030492</td>\n",
       "      <td>0.9609</td>\n",
       "      <td>0.055046</td>\n",
       "      <td>0.653015</td>\n",
       "      <td>0.345471</td>\n",
       "      <td>0.708022</td>\n",
       "      <td>...</td>\n",
       "      <td>0.526224</td>\n",
       "      <td>0.932867</td>\n",
       "      <td>0.688492</td>\n",
       "      <td>0.720725</td>\n",
       "      <td>0.620063</td>\n",
       "      <td>0.645194</td>\n",
       "      <td>0.558199</td>\n",
       "      <td>0.899542</td>\n",
       "      <td>0.573572</td>\n",
       "      <td>0.573467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>Manual</td>\n",
       "      <td>0.096405</td>\n",
       "      <td>0.4896</td>\n",
       "      <td>0.444051</td>\n",
       "      <td>0.301033</td>\n",
       "      <td>0.535844</td>\n",
       "      <td>0.068764</td>\n",
       "      <td>...</td>\n",
       "      <td>0.785372</td>\n",
       "      <td>0.680072</td>\n",
       "      <td>0.181371</td>\n",
       "      <td>0.232924</td>\n",
       "      <td>0.370444</td>\n",
       "      <td>0.252204</td>\n",
       "      <td>0.152236</td>\n",
       "      <td>0.672294</td>\n",
       "      <td>0.108700</td>\n",
       "      <td>0.171115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>Manual</td>\n",
       "      <td>0.048666</td>\n",
       "      <td>0.5733</td>\n",
       "      <td>0.503528</td>\n",
       "      <td>0.939648</td>\n",
       "      <td>0.015434</td>\n",
       "      <td>0.810632</td>\n",
       "      <td>...</td>\n",
       "      <td>0.293916</td>\n",
       "      <td>0.067512</td>\n",
       "      <td>0.951904</td>\n",
       "      <td>0.886209</td>\n",
       "      <td>0.918409</td>\n",
       "      <td>0.951613</td>\n",
       "      <td>0.752246</td>\n",
       "      <td>0.070024</td>\n",
       "      <td>0.942933</td>\n",
       "      <td>0.772176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>Manual</td>\n",
       "      <td>0.028777</td>\n",
       "      <td>0.7645</td>\n",
       "      <td>0.668296</td>\n",
       "      <td>0.408161</td>\n",
       "      <td>0.397002</td>\n",
       "      <td>0.941006</td>\n",
       "      <td>...</td>\n",
       "      <td>0.719341</td>\n",
       "      <td>0.823247</td>\n",
       "      <td>0.615294</td>\n",
       "      <td>0.840088</td>\n",
       "      <td>0.426103</td>\n",
       "      <td>0.813692</td>\n",
       "      <td>0.908571</td>\n",
       "      <td>0.853561</td>\n",
       "      <td>0.316958</td>\n",
       "      <td>0.913298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>200</td>\n",
       "      <td>200_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>Manual</td>\n",
       "      <td>0.188904</td>\n",
       "      <td>0.9084</td>\n",
       "      <td>0.154644</td>\n",
       "      <td>0.932217</td>\n",
       "      <td>0.272021</td>\n",
       "      <td>0.257247</td>\n",
       "      <td>...</td>\n",
       "      <td>0.665534</td>\n",
       "      <td>0.770794</td>\n",
       "      <td>0.609409</td>\n",
       "      <td>0.417269</td>\n",
       "      <td>0.094133</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.155573</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.821068</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>201</td>\n",
       "      <td>201_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>Manual</td>\n",
       "      <td>0.058273</td>\n",
       "      <td>0.9610</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.735314</td>\n",
       "      <td>0.506411</td>\n",
       "      <td>0.572102</td>\n",
       "      <td>...</td>\n",
       "      <td>0.669469</td>\n",
       "      <td>0.864354</td>\n",
       "      <td>0.886785</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.631551</td>\n",
       "      <td>0.434430</td>\n",
       "      <td>0.002487</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.707513</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>202</td>\n",
       "      <td>202_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>Manual</td>\n",
       "      <td>0.133911</td>\n",
       "      <td>0.9230</td>\n",
       "      <td>0.162387</td>\n",
       "      <td>0.830371</td>\n",
       "      <td>0.278899</td>\n",
       "      <td>0.337194</td>\n",
       "      <td>...</td>\n",
       "      <td>0.667949</td>\n",
       "      <td>0.778031</td>\n",
       "      <td>0.942415</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021712</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.205354</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.804467</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>203</td>\n",
       "      <td>203_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>Manual</td>\n",
       "      <td>0.198453</td>\n",
       "      <td>0.9050</td>\n",
       "      <td>0.157859</td>\n",
       "      <td>0.844276</td>\n",
       "      <td>0.275767</td>\n",
       "      <td>0.340950</td>\n",
       "      <td>...</td>\n",
       "      <td>0.677747</td>\n",
       "      <td>0.784094</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022551</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.202811</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.797313</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>204</td>\n",
       "      <td>204_0</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>Manual</td>\n",
       "      <td>0.032730</td>\n",
       "      <td>0.9716</td>\n",
       "      <td>0.025727</td>\n",
       "      <td>0.730614</td>\n",
       "      <td>0.362948</td>\n",
       "      <td>0.709793</td>\n",
       "      <td>...</td>\n",
       "      <td>0.687334</td>\n",
       "      <td>0.970196</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.194314</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.109621</td>\n",
       "      <td>0.177490</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.726600</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>205 rows × 50 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     trial_index arm_name trial_status generation_method  uniqueness  \\\n",
       "0              0      0_0    COMPLETED            Manual    0.045676   \n",
       "1              1      1_0    COMPLETED            Manual    0.030492   \n",
       "2              2      2_0    COMPLETED            Manual    0.096405   \n",
       "3              3      3_0    COMPLETED            Manual    0.048666   \n",
       "4              4      4_0    COMPLETED            Manual    0.028777   \n",
       "..           ...      ...          ...               ...         ...   \n",
       "200          200    200_0    COMPLETED            Manual    0.188904   \n",
       "201          201    201_0    COMPLETED            Manual    0.058273   \n",
       "202          202    202_0    COMPLETED            Manual    0.133911   \n",
       "203          203    203_0    COMPLETED            Manual    0.198453   \n",
       "204          204    204_0    COMPLETED            Manual    0.032730   \n",
       "\n",
       "     validity        x1        x2        x3        x4  ...       x35  \\\n",
       "0      0.3897  0.997513  0.104366  0.822979  0.419432  ...  0.017679   \n",
       "1      0.9609  0.055046  0.653015  0.345471  0.708022  ...  0.526224   \n",
       "2      0.4896  0.444051  0.301033  0.535844  0.068764  ...  0.785372   \n",
       "3      0.5733  0.503528  0.939648  0.015434  0.810632  ...  0.293916   \n",
       "4      0.7645  0.668296  0.408161  0.397002  0.941006  ...  0.719341   \n",
       "..        ...       ...       ...       ...       ...  ...       ...   \n",
       "200    0.9084  0.154644  0.932217  0.272021  0.257247  ...  0.665534   \n",
       "201    0.9610  0.000000  0.735314  0.506411  0.572102  ...  0.669469   \n",
       "202    0.9230  0.162387  0.830371  0.278899  0.337194  ...  0.667949   \n",
       "203    0.9050  0.157859  0.844276  0.275767  0.340950  ...  0.677747   \n",
       "204    0.9716  0.025727  0.730614  0.362948  0.709793  ...  0.687334   \n",
       "\n",
       "          x36       x37       x38       x39       x40       x41       x42  \\\n",
       "0    0.318375  0.428213  0.382799  0.169766  0.086547  0.408415  0.358370   \n",
       "1    0.932867  0.688492  0.720725  0.620063  0.645194  0.558199  0.899542   \n",
       "2    0.680072  0.181371  0.232924  0.370444  0.252204  0.152236  0.672294   \n",
       "3    0.067512  0.951904  0.886209  0.918409  0.951613  0.752246  0.070024   \n",
       "4    0.823247  0.615294  0.840088  0.426103  0.813692  0.908571  0.853561   \n",
       "..        ...       ...       ...       ...       ...       ...       ...   \n",
       "200  0.770794  0.609409  0.417269  0.094133  0.000000  0.155573  1.000000   \n",
       "201  0.864354  0.886785  1.000000  0.631551  0.434430  0.002487  1.000000   \n",
       "202  0.778031  0.942415  0.000000  0.021712  0.000000  0.205354  1.000000   \n",
       "203  0.784094  1.000000  0.000000  0.022551  0.000000  0.202811  1.000000   \n",
       "204  0.970196  1.000000  0.194314  0.000000  0.109621  0.177490  1.000000   \n",
       "\n",
       "          x43       x44  \n",
       "0    0.470249  0.487025  \n",
       "1    0.573572  0.573467  \n",
       "2    0.108700  0.171115  \n",
       "3    0.942933  0.772176  \n",
       "4    0.316958  0.913298  \n",
       "..        ...       ...  \n",
       "200  0.821068  1.000000  \n",
       "201  0.707513  1.000000  \n",
       "202  0.804467  1.000000  \n",
       "203  0.797313  1.000000  \n",
       "204  0.726600  1.000000  \n",
       "\n",
       "[205 rows x 50 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for i, row in previous_data.iterrows():\n",
    "    input_parameters = row[[f\"x{i+1}\" for i in range(number_flexible_parameters)]].to_dict()\n",
    "    output_response = row[task_list].to_dict()\n",
    "    ax_client.attach_trial(input_parameters)\n",
    "    ax_client.complete_trial(i, output_response)\n",
    "    \n",
    "ax_client.get_trials_data_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO 11-19 00:58:46] ax.service.ax_client: Generated new trial 205 with parameters {'x1': 0.181411, 'x2': 0.803432, 'x3': 0.268268, 'x4': 0.364369, 'x5': 0.286539, 'x6': 0.71173, 'x7': 0.401039, 'x8': 0.025733, 'x9': 0.584227, 'x10': 0.638681, 'x11': 0.0, 'x12': 0.840831, 'x13': 0.84978, 'x14': 0.005248, 'x15': 0.0, 'x16': 0.164393, 'x17': 0.559678, 'x18': 0.543222, 'x19': 0.859382, 'x20': 0.501981, 'x21': 1.0, 'x22': 0.0, 'x23': 0.866622, 'x24': 0.178469, 'x25': 1.0, 'x26': 0.828297, 'x27': 1.0, 'x28': 0.0, 'x29': 0.083502, 'x30': 0.583558, 'x31': 0.53998, 'x32': 1.0, 'x33': 0.311643, 'x34': 0.728216, 'x35': 0.661124, 'x36': 0.756491, 'x37': 1.0, 'x38': 0.0, 'x39': 0.0, 'x40': 0.0, 'x41': 0.304406, 'x42': 1.0, 'x43': 0.812148, 'x44': 1.0} using model GPEI.\n"
     ]
    }
   ],
   "source": [
    "parameters, trial_index = ax_client.get_next_trial()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'x1': 0.18141052270579935, 'x2': 0.8034324904497651, 'x3': 0.26826832763401554, 'x4': 0.36436946408574733, 'x5': 0.2865386872817858, 'x6': 0.7117302621912257, 'x7': 0.40103904330271084, 'x8': 0.025733064781228568, 'x9': 0.5842265181705965, 'x10': 0.6386806151272885, 'x11': 0.0, 'x12': 0.8408313379124558, 'x13': 0.8497801082983985, 'x14': 0.0052481531559081165, 'x15': 0.0, 'x16': 0.16439276659174346, 'x17': 0.5596782792900187, 'x18': 0.5432224112177131, 'x19': 0.8593819711430474, 'x20': 0.50198116295897, 'x21': 1.0, 'x22': 0.0, 'x23': 0.8666217759782995, 'x24': 0.17846908614861848, 'x25': 1.0, 'x26': 0.8282973482748601, 'x27': 1.0, 'x28': 0.0, 'x29': 0.08350155833726731, 'x30': 0.5835577865998803, 'x31': 0.5399798317387333, 'x32': 1.0, 'x33': 0.31164295997967906, 'x34': 0.7282156741508381, 'x35': 0.6611238704433996, 'x36': 0.7564905454970923, 'x37': 1.0, 'x38': 0.0, 'x39': 0.0, 'x40': 0.0, 'x41': 0.3044056674308849, 'x42': 1.0, 'x43': 0.8121482376628346, 'x44': 1.0}\n",
      "205\n"
     ]
    }
   ],
   "source": [
    "print(parameters)\n",
    "print(trial_index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "qmg-n",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
